{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 一、Matplotlib各种图形demo"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[『matplotlib官网传送门』](https://matplotlib.org)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[『ipynb文档传送门』](https://gitee.com/iherr/ipynb/blob/master/dataanalysis/matplotlib.ipynb)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "#把图画在notebook中\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> 线状图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = [1,2,3]\n",
    "y = [5,7,4]\n",
    "\n",
    "x2 = [1,2,3]\n",
    "y2 = [10,14,12]\n",
    "plt.plot(x, y, label='First Line')\n",
    "plt.plot(x2, y2, label='Second Line')\n",
    "plt.xlabel('Plot Number')\n",
    "plt.ylabel('Important var')\n",
    "plt.title('Interesting Graph\\nCheck it out')\n",
    "plt.legend() #生成默认图例\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> 条形图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.bar([1,3,5,7,9],[5,2,7,8,2], label=\"Example one\")\n",
    "plt.bar([2,4,6,8,10],[8,6,2,5,6], label=\"Example two\", color='g')\n",
    "plt.legend()\n",
    "plt.xlabel('bar number')\n",
    "plt.ylabel('bar height')\n",
    "\n",
    "plt.title('Epic Graph\\nAnother Line! Whoa')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> 直方图Histogram"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "No handles with labels found to put in legend.\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "population_ages = [22,55,62,45,21,22,34,42,42,4,99,102,110,120,121,122,130,111,115,112,80,75,65,54,44,43,42,48]\n",
    "\n",
    "bins = [0,10,20,30,40,50,60,70,80,90,100,110,120,130]\n",
    "\n",
    "plt.hist(population_ages, bins, histtype='bar', rwidth=0.8)\n",
    "\n",
    "plt.xlabel('x')\n",
    "plt.ylabel('y')\n",
    "plt.title('Interesting Graph\\nCheck it out')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> 散点图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = [1,2,3,4,5,6,7,8]\n",
    "y = [5,2,4,2,1,4,5,2]\n",
    "\n",
    "plt.scatter(x,y, label='skitscat', color='k', s=25, marker=\"o\")\n",
    "\n",
    "plt.xlabel('x')\n",
    "plt.ylabel('y')\n",
    "plt.title('Interesting Graph\\nCheck it out')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> 堆叠图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "days = [1,2,3,4,5]\n",
    "\n",
    "sleeping = [7,8,6,11,7]\n",
    "eating =   [2,3,4,3,2]\n",
    "working =  [7,8,7,2,2]\n",
    "playing =  [8,5,7,8,13]\n",
    "\n",
    "plt.plot([],[],color='m', label='Sleeping', linewidth=5)\n",
    "plt.plot([],[],color='c', label='Eating', linewidth=5)\n",
    "plt.plot([],[],color='r', label='Working', linewidth=5)\n",
    "plt.plot([],[],color='k', label='Playing', linewidth=5)\n",
    "\n",
    "plt.stackplot(days, sleeping,eating,working,playing, colors=['m','c','r','k'])\n",
    "\n",
    "plt.xlabel('x')\n",
    "plt.ylabel('y')\n",
    "plt.title('Interesting Graph\\nCheck it out')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> 饼图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "slices = [7,2,2,13]\n",
    "activities = ['sleeping','eating','working','playing']\n",
    "cols = ['c','m','r','b']\n",
    "\n",
    "plt.pie(slices,\n",
    "        labels=activities,\n",
    "        colors=cols,\n",
    "        startangle=90,\n",
    "        shadow= True,\n",
    "        explode=(0,0.1,0,0),\n",
    "        autopct='%1.1f%%')\n",
    "\n",
    "plt.title('Interesting Graph\\nCheck it out')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 二、自定义绘图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "x=np.linspace(0,10,50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x11b64add8>]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(x,np.sin(x),'--')\n",
    "plt.plot(x,np.cos(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x11b73f6a0>]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig=plt.figure()\n",
    "plt.plot(x,np.sin(x),'--')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "fig.savefig('/Users/iherr/Desktop/a.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x11b80bd68>]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXYAAAD8CAYAAABjAo9vAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzt3Xd8VFX+//HXmUmvQBJCIAmBQIAACSUgIKiIuKAoKtIUFSzYEBbb2nXV3cXeV0SqjSoKKmJXBKUkJECAAIEASSCNkE7KJOf3R+L+2P2qQDIzd8rn+Xj4SDI7zH3fZfjkzLnnfo7SWiOEEMJ1mIwOIIQQwrqksAshhIuRwi6EEC5GCrsQQrgYKexCCOFipLALIYSLkcIuhBAuRgq7EEK4GCnsQgjhYjyMOGhoaKiOiYkx4tBCCOG0UlJSirTWYWd6nlUKu1JqITAGKNBa9zrT82NiYkhOTrbGoYUQwm0opY6czfOsNRWzGBhlpdcSQgjRAlYp7FrrDUCxNV5LCCFEyxgyx+4usooqWbDxEOXVlqb/6iivtvDkFT0ZHBtCQVk1u4+X0b9ja4J8PI2OK4RVWOob+Gl/Id9lFLA/rxylQKG4ok97bhjUkapaCzM+SmVIbAiX9AgnJtTf6Mgux26FXSk1HZgOEB0dba/D2tXx0lOsTTtGrw7BnN8llNJTdazblUegj0fjf96eRLfxw8ez8YPSt3sLeOSTXZgU9IgIYkBMG0bGhzMkNgSllMFnI8TZyzlZRX5ZNf07tkEDf12eRn2DpleHYMxKodH89o7WGg6fqOT7jAKe/WIvXdoGMKJHWyYNiKaTFHmrUNbqx66UigE+P5uLp0lJSdpVLp7WWOpZk3qMT1Jz2Zx1Aq3h9gs78/DoHmf8s1W1FtKOlrAlq5itWcWkZp+krl6z4cHhdGjla4f0QrRMem4pT3++h61ZxcSG+fPdfRcBsPd4GZ3D/PH2MP/hn80uruLbvfl8uzefLYeKWTRtAMO6hlFRY8HLbMLLQ1Zj/y+lVIrWOumMz5PC3nxaaybN28yWrGI6hfoztk97rurTodkfLWss9aQcPsmQLqEAzP3pIBd3b0tceKA1YwvRYkUVNbz41T6WJ2cT4u/FrcM6MzI+nNiwgGa9XumpOvy8zHiaTTz26S5+OXiCJ6/oyYVxZ1zZ51bsWtiVUkuBi4BQIB94Umu94I+e7+yFvby6Dj8vD8wmxde78/AwK4Z3a2vV6ZPC8houfvFHKmstXNMvkr9e0pXI1n5We30hWuL7jHymv5fC1CExzLykq1WvEf2wr4C/r93N4RNVjIwP5/HL44kOkfc+GDBiPxfOXNi/2ZPP45+mc9sFnbllaCebHqu4spa3f8xkya9HMCl4blwCY/t0sOkxhfgjPx8o5PCJKm4Y1BGtNcdKq202ZVhjqWfBxize/D4TS4PmpfGJXJHY3ibHciZnW9hlEussnaio4e6PtnPbe8kE+3rSL7qVzY/Zxt+LRy+P58f7LyKhQyueWLObkqpamx9XiNNprXnz+wPcsGArH24+gqW+AaWUTa8DeXuYueuiLnx/30WMSYigT5Tt/725Ehmxn4WsokpuWriVvNJqZo7owvQLYu1+YafW0sChogq6twtCa015jUWWSAqbq7HU89DHu/gkNZer+rRnzrgEfDz/+IKoLdU3aB77dBfXDexI78hgQzIYTUbsVnS89BQ1lnqW3z6IGRd3NeRqvZeHie7tggCYt+EQo1/9mfTcUrvnEO6jvkFzw4KtfJKay30j43hlYh/DijpAQXk1G/YXMeGdX/lqd55hOZyBFPY/kVtyCoAhsaH89MBw+ka3NjhRo0GdQ2jQmmvn/sKatFyj4wgXZTYpRvVsx5vX9eWeEV0Nv7ciItiXT+8+n27tArnjgxTmbTiIETMOzkAK+x9YmZzNRS/8wHd78wEMHan8r8SoVqydMZSEyFbMWpbG/J8PGR1JuJAN+wvZeKAIgJuHdmJMguNctAwL9GbZ9EFc1iuCf67LYM76DKMjOSQp7P9Da81bP2TywKqdDOocwnmdQ4yO9LvCAr358NbzGN2rHf/6MoPDRZVGRxIuYH16HtMWb+P17w847GjYx9PMG5P7MvPiLlwa387oOA5JesWcRmvNP77Yy/yNWVzVpz3PX5vo0He/eZpNvDapL6lHT0q/DdFiGw8UMXNpKgmRwSycOsDwqZc/YzIp7r20239+/j4jnwvj2mI2OW5me3LcqmWAzYeKmb8xi6lDYnh5Qh+HLuq/8fIw/edTxde782TOXTTL9qMnmf5+Mp3D/Fk8dSAB3s4z5ks5cpKbFyfz2Ke7HPZThr05z9+eHQyODWHxtAFc0DUMk5P95tda8/7mI/xy8AReZhOje0cYHUk4kU+25xIW6M17twwk2M+5ltH279iau4fH8tYPBwn29eKh0d2NjmQ4WccO/LS/kDZ+Xk6/NrayxsKNC7eyI7uEuVP6c0l8uNGRhJNoaNAUV9USGuBtdJRm0Vrz6KfpfLTlKA+P7s7tF8YaHckmZB37WUrLLuGO91N45os9Tv8xzt/bg0XTBtCzfRB3fbidXzKLjI4kHFh+WTU3LtxKbskpTCbltEUdQCnFM2N7MSYhgjnrM9ifX250JEO5dWHPKqrk5sXbCA304s3r+jr0xaKzFeTjyXs3n0dMqB8/7S80Oo5wUCcra5kyfwsph4s5UVFjdByrMJsUL0/ow+JpA92+I6rbzrEXlFdz48ItALx383m0DfQxOJH1BPt58vGdQwiUlgPid1jqG5ixdDtHTlSx5OaBJES6Th8WLw/Tf1r9bjl0Am9Ps1v2mXHbEfu/fzhIUXktC6cOcMldW34r6hl5ZTy5Jp2GBueeZhLW88JX+9iUeYJ/XN2LwbGOeZ9GS1nqG3h49S7ueD+FwnLX+ERyLty2sD92eQ8+vft8l/9tvjWrmCW/HuGVb/cbHUU4gOq6ejYdLOLGwR0ZnxRldByb8TCbeOO6vpScquXuj7ZTV99gdCS7crvC/u2efArKq/Ewm+jWzvXn4W4Y1JGJSVG88X0mn+88ZnQcYTAfTzOr7hjCY5fHGx3F5nq2D2bONQlszSrmn+v2Gh3HrtyqsO/ILuGuD7czZ5379JdQSvH0VT3p37E196/cIR0h3VRJVS2Pf5pOeXUdPp5mp7j5zhqu6tuBaefHsGjTYTa50Sox9/jbpXE3ors+3E5YoDePj3H90crpvD3MzJ3Sn9Z+XrwrDcPcTn2DZuayNJZtO8qhQvfrKfTIZT144doEBjto3ydbcItVMfUNmlnLUiksr2HlHYNp7e9ldCS7Cwv0Zvn0wbQLdp3VP+LsvPT1PjbsL+Rf1/Qm0cWvKf0eT7PpP9cTck5W4e/l4fI1wC1G7As3ZvHzgSL+PranW76xfxMd4oeXh4niylq+2Hnc6DjCDtanH+ffPx5k8sBoJg+MNjqOoarr6rn27V+5Z2kq9S6+SswtCvuEpCj+fmVPJg1w3VUA5+K1b/czc1kqyYeLjY4ibMhS38Bz6/eRGNWKp650r+nH3+PjaWb2yK5szCzirR8yjY5jUy7dK6a4spZAHw88zW7x++uslVfXMeaNjVjqNV/MHEorP9f+WOrOCsqqqa1vILK1n9FRHMZfl6Xy2c7jrLh9EP07tjE6zjlx+14x9Q2aO95PYeqirU7fA8baAn08eX1SX/LLqvnbxzvl/x8XtDWrmPoGTdsgHynq/+Ppq3rRvpUPM5emUVZdZ3Qcm3DZwj73p4NsPVzMuH6RLtEDxtoSo1rxt1Hd+Wp3Psu3ZRsdR1jR1qxiJs37lXkbZAXU7wny8eS1SX0Z2KkNrloZXHJVTFp2Ca98s58rEttzdd8ORsdxWLcM7URVbT0jpb2vyyitquOvy1KJauPHDYM7Gh3HYfWLbk0/B9mc3hZcbsReWWPhr8tSCQ/y4dmreslo/U+YTIpZl3QlJMAbS30D1XX1RkcSLaC15uFPdlJQXsPrk/o61S5IRskqqmT83F9cbs9glyvsRRU1eHuYeXlCIsG+0t3wbFjqG7hu/haeWrvb6CiiBVYkZ7NuVx73XdrNrZf1ngtvDxP78yuYuSyVWovr9JNxucLeMcSfdbOG/WcfUHFmHmYT/Tu2Ztm2bL7enWd0HNFMXdoGMr5/JLdf0NnoKE6jfStf5lzTm505pS7VKM9lCvvx0lM8tXY3lTUW2am8GWZfEkePiCAeXr2LIhfZeMFd/LaqqX/H1rwwPtHp9us12ujeEUweGMXcnw66zK5jLlHYGxo0963YwfJt2RS4Ye9la/DyMPHqxD6UV1t49BPZ7d2ZvPrtAZ75fI/03G+Bx8fE0ynE32V6KblEYV+4KYtfDp7gqSvjXXLTDHvp1i6Q+/8Sx768coora42OI87CjuwS3vwhk5NVtTJSbwE/Lw8WTxvI3Bv6Gx3FKpz+snlmQTnPf7WPS3q0ZYILbxxgL7cM7cyUQR3x83L6t4bLq66rZ/aKNMIDvXnyip5Gx3F60SGNN3KVV9dxuKiK3pHBBidqPqcfsT+xZjf+Xmb+eU1vWdpoBWaTws/Lg1O19SzalCUf7x3Yc+szOFRYyQvjZQWYNc1evoNpi7c69SbfTl/YnxuXwFvX93Opzagdwdd78vj7Z3tY9Mtho6OI31FQXs2yrdlMHRLD+V1CjY7jUu7/Sxxlpyw8+km6015rctrCXlxZi9aaqDZ+DImVN7a1XZnYnkt6tOW59RkcyC83Oo74H20Dffh85lD+Nqq70VFcTvd2QcweGcf63Xl8mpZrdJxmccrCXmOpZ9K8X/nbxzuNjuKylFL865oEArw9mL0ize02A3Zk24+eBCA2LABfL7PBaVzT9As6079ja55Ys5vjpaeMjnPOrFLYlVKjlFL7lFKZSqmHrPGaf+blb/azP7+C0b0jbH0otxYW6M0/r+5Nem4Z//7hoNFxBPDNnnyu+fcvrHHSkaSzMJsUL41P5LxOztXW9zctXvqglDIDbwEjgRxgm1JqrdZ6T0tf+/ckHy5m3oZDTB4YxfBubW1xCHGaUb3a8cBfujG6Vzujo7i94spaHl69k/iIIEb3kkGNrcWE+jP/pgFGx2gWa4zYBwKZWutDWutaYBkw1gqv+39U1Vq4b+UOOrTy5dHLZUcYe7l7eBc6hwWgtXb5LcUcldaaxz7dRempOl6akIiXh1POojqlgrJq7ng/xakahVnj3dEBOL2hd07TY1Z35EQVNXUNvDg+UTrX2ZmlvoG7PtzOC1/tMzqKW/ps53HW7cpj9sjG1g/Cfuq1ZtPBIh5YtcNpBjZ2+7WvlJqulEpWSiUXFhY26zV6RATx4wMXMUgafNmdh9lEsK8n8zYcJOXISaPjuB0fDxMjurdl+jBp8GVvEcG+/P3Knmw7fJKFG7OMjnNWrFHYc4HTb/mMbHrsv2it52mtk7TWSWFhYc0+mI+nrAIwyqOX9yAi2Jf7V+7gVK30brenS3u2Y8HUAXjI/r2GuLpvBy6ND+eFr/c5xfJfa7xLtgFdlVKdlFJewCRgrRVeVziYQB9PXhifQFZRJc+tzzA6jlv4OCWHeRsOyh3ABlNK8Y+rexPg7eEU7/0WF3attQWYAXwF7AVWaK1lxwYXNSQ2lKlDYvh85zFKq1xzI2BHkXOyiifX7ub7jAKjowgal//OvymJl8b3MTrKGSkjbplNSkrSycnJdj+usI5TtfVU1loIDfA2OorLamjQTFmwhR3ZJaz/6wVEtfEzOpI4Ta2lgaKKGtq38rXrcZVSKVrrpDM9TybsxDnz9TITGuBNfYPmBxlN2sT7m4/wy8ETPDYmXoq6A7rzgxSmLdpGjcUxrzVJYRfNtnTrUaYt3ibb6VlZaVUdz6/P4MK4MCYNkFbUjmjKoI7syy/nlW8OGB3ld0lhF802ISmKnu0bt9MrlJ2rrCbYz5NF0wby3LgEaUXtoIZ3b8ukAVG8s+EgW7OKjY7zf0hhF832n+30aiw89PFOp21x6khySxobTg3s1IZ2wdKK2pE9Piae6DZ+zF6eRlm1Yy0kkMIuWqRreCAPjerOdxkFLNuWfeY/IP5QypGTXPTCD3y+85jRUcRZ8Pf24JWJfQjy9eSkg20lKfflixabOiSG/fnlxIUHGh3FaVXUWLh3RRrhQT5cGNf8G/iEffWLbs0X9wx1uP1mZcQuWsxkUswZl0D/jq0BZEqmGZ75bA/ZxVW8PKEPgT6yzZ0zMZkUFTUWnliT7jC926WwC6upb9A8tXY3//5Rerefi/XpeSxPzubOi2IZ6KT9v91dYXkNK5NzuH/lDoe4S1gKu7Aas0lxorKWV77Zz66cUqPjOI3SU7UkdWzNrBFxRkcRzdQp1J8nrohnU+YJFm4yvlGYFHZhVc+O7UVYoDf3LN1OuYOtFHBUEwdEs+L2wdJj3clNGhDFyPhwnl+/j4y8MkOzyDtJWFWwnyevT+5L9slTPLx6l8y3/4mlW4+ydkfjChhHu/gmzp1SijnX9CbI15Mn1hjbLksKu7C6ATFtuHdkHN/uzeeQE+06Y09p2SU8sSadtWm58svPhYQEePP2lH68ND7R0Byy3FHYxJ0XxjImIYKOIf5GR3E4JVW13P3hdsKDfHhpfB+5u9TFDIhpvACuteZAQYUhy4BlxC5swmRSdAzxR2vNZzuOUVljMTqSQ2ho0Ny3YgcF5dW8dV0/gv1kaaOreu27A1z55kb25dl/Yw4p7MKmDhZWMGtZKo99mi5TDsDPmUV8l1HAY5fHkxjVyug4woauGxhNgLcnd36YQoWdBzZS2IVNdWkbyKwRcXySmsvK5Byj4xjuwrgwlk0fxI2DOxodRdhY2yAf3pjcl8NFlXZfSCCFXdjcjIu7MCQ2hCfWprPfCfaLtIWiihr2HGtcAjeoc4jMq7uJwbEh3HdpNz7bcYwPNh+x23GlsAubM5sUr07qQ4C3J3d8kEKtpcHoSHZV36CZtSyVye9ulrX9bujOC2MZ3z+S2LYBdjumrIoRdtE20Ie5U/pRWF7jdjfivPLNfjZlnuD5cQnSB8YNmUyKF+y8/FEKu7CbpJj/3wcls6CC2DB/l5+SWJWSw5s/ZDIxKYrxSZFGxxFuwr2GTsIhpGWXMOrVDSzYaHxPDVtKzy3l4dU7Ob9LCM9e3cvlf4kJxyEjdmF3CR2CuaRHOP9Yt5dOof6M6BFudCSb6BERxF8viWPKoI54mmUMJexH3m3C7kwmxcsTE+nZPoiZS1PZe9zYhknWVlBeTX5ZNWaT4u7hXQj2lXl1YV9S2IUh/Lw8mH/jAAJ8PLh1STIlVY61tVhzVdVauHVJMpPf3Yyl3r1W/wjHIVMxwjDtgn2Yf+MAfthX4BKj2sZljWnsyi1l3g1JeMj0izCIFHZhqN6RwfSODAYaV8q0DfImyAmXBGqtefqz3XyzJ5+nrohnZLxrXjcQzkGGFMIhVNfVM2X+Fm5YsJXSU853E8+CjVks+fUItw7txNTzOxkdR7g5KezCIfh4mnnmql7sOVbKlPlbnG7OfXxSFE9eEc+jl/cwOooQUtiF4xgZH87cKf3Zl1fO9fO3cLLSsYt7jaWeV7/dT3VdPcG+nkw7v5OsVRcOQQq7cCgjeoTzzo39OVBQwWvfHTA6zh/6bfXLq98e4OcDRUbHEeK/yMVT4XCGd2vLsumD6NEuCGi8MOlII+HSU3XcvHgbqUdP8sK1CXKhVDgcGbELh9QvujW+Xmaqai2Mn/sr69OPGx0JgOziKibP28zOnBLevK4f45OijI4kxP8hhV04tPJqC3X1DdzxwXaeXJNOjaXe0DxKNY7Y370xict6RxiaRYg/IoVdOLTwIB9W3jGEW4Z2YsmvRxj39i8cLqq0a4bC8hre+O4AWmsiW/vx4wMXcVG3tnbNIMS5kMIuHJ6Xh4nHx8Tz7o1JZBef4pFPdtnt2N/syWfUqxt444dMMpo2JZaGXsLRycVT4TRGxoezbtYwGhoa947MLq7iaHEVQ2Ktv9VcQVk1L329n+XJ2cRHBLF0Uh/iwgOtegwhbKVFhV0pNR54CugBDNRaJ1sjlBB/pEMr3/98v2jTYRZuyiIxMpg7L4rl0vh2mEzWKfA3LdpGRl4Zd14Uy+xL4txu1yfh3Fo6Yk8HrgHesUIWIc7Jg6O60TU8gHd+OsgdH2ync5g/My/uylV9O5zT61TWWPg0LZdPU3NZcvNA/Lw8eHpsT0IDvOkU6m+j9ELYTosKu9Z6L+BQa4yF+/DxNDN5YDQTkqL4Mv04//7hIMlHirmqbwcs9Q3M+CiVruEBdG8XRLd2gfh5mfH38iDYz5Osokre+ekguSWnSDtaQnmNhfiIII6VVNOlbQADTtvGTwhnI3PswumZTYoxCe25vHcE1XWNPdBPVNaSWVjB13vyaJqSB+DZq3oxZVBHquvq+XZvAR1a+zKqVzsmDYyiX3RrGaQIl6C01n/+BKW+Bdr9zv/0qNZ6TdNzfgTu/7M5dqXUdGA6QHR0dP8jR440N7MQZ626rp7Mggoy8sqpsdQzqHMIsWEBRscSolmUUila66QzPe+MI3at9SXWCKS1ngfMA0hKSvrz3yZCWImPp5leHYLp1SHY6ChC2I1c6hdCCBfTosKulLpaKZUDDAa+UEp9ZZ1YQgghmuuMc+w2OahShUBzJ9lDAXfrkyrn7B7knN1DS865o9Y67ExPMqSwt4RSKvlsLh64Ejln9yDn7B7scc4yxy6EEC5GCrsQQrgYZyzs84wOYAA5Z/cg5+webH7OTjfHLoQQ4s8544hdCCHEn5DCLoQQLsapCrtSapRSap9SKlMp9ZDReWxNKRWllPpBKbVHKbVbKTXL6Ez2oJQyK6VSlVKfG53FHpRSrZRSq5RSGUqpvUqpwUZnsjWl1Oym93S6UmqpUsrH6EzWppRaqJQqUEqln/ZYG6XUN0qpA01fW9vi2E5T2JVSZuAtYDQQD0xWSsUbm8rmLMB9Wut4YBBwtxucM8AsYK/RIezoNWC91ro7kIiLn7tSqgMwE0jSWvcCzMAkY1PZxGJg1P889hDwnda6K/Bd089W5zSFHRgIZGqtD2mta4FlwFiDM9mU1vq41np70/flNP6DP7ddJJyMUioSuByYb3QWe1BKBQMXAAsAtNa1WusSY1PZhQfgq5TyAPyAYwbnsTqt9Qag+H8eHgssafp+CXCVLY7tTIW9A5B92s85uHiRO51SKgboC2wxNonNvQo8CDQYHcROOgGFwKKm6af5SimX3rZJa50LvAgcBY4DpVrrr41NZTfhWuvjTd/nAeG2OIgzFXa3pZQKAD4G/qq1LjM6j60opcYABVrrFKOz2JEH0A94W2vdF6jERh/PHUXTvPJYGn+ptQf8lVJTjE1lf7pxrblN1ps7U2HPBaJO+zmy6TGXppTypLGof6i1Xm10Hhs7H7hSKXWYxqm2i5VSHxgbyeZygByt9W+fxFbRWOhd2SVAlta6UGtdB6wGhhicyV7ylVIRAE1fC2xxEGcq7NuArkqpTkopLxovtqw1OJNNqcZ92hYAe7XWLxudx9a01g9rrSO11jE0/v1+r7V26ZGc1joPyFZKdWt6aASwx8BI9nAUGKSU8mt6j4/AxS8Yn2YtcFPT9zcBa2xxEKfZ81RrbVFKzQC+ovEq+kKt9W6DY9na+cANwC6lVFrTY49ordcZmElY3z3Ah00DlkPANIPz2JTWeotSahWwncaVX6m4YGsBpdRS4CIgtGnfiieBOcAKpdQtNLYun2CTY0tLASGEcC3ONBUjhBDiLEhhF0IIFyOFXQghXIwhF09DQ0N1TEyMEYcWQginlZKSUnQ2e55apbArpRYCv91c0utMz4+JiSE5OdkahxZCCLehlDpyNs+z1lTMYv5vsxshhBAGsMqIXWu9oamXiU3tOVZGSVUtncMCCA/ypvHeBiFcm9aaslMWiiprOFlZS2RrP9oFu1yXW2FFdptjV0pNB6YDREdHN+s13t98hKVbjwLg52WmU6g/nUL96RwWQPd2gVzcvS0+nmarZRbC3iprLHyx6zhfpeeRV1bNiYpaTlTWUFf/3/ebtAvyITEqmD5RrUmMCiYhshUB3k5zv6GwMavdoNQ0Yv/8bObYk5KSdHPm2AvKqzmQX8GhwgoOFVVyqLCSQ0UV5Jw8hdYQGuDFDYNimDIompAA73M/CSEMoLUm5chJViRn8/nO41TV1tMxxI8uYQGEBHgREuBNiL8XoQHeBPt5criokrTsEtKySzhyogoApWBol1BmjehKUkwbg89I2IpSKkVrnXTG5zlTYf8j1XX1bDtczMKNWfywrxAvDxPX9O3ALUM70TU80GrHEcKaSk/V8dGWo6xMzuZQUSX+XmbGJLRnwoAo+kW3OqupxpOVtaTllJBy+CRLtx7lRGUtw7qGMntkHP2ibbI5jzCQWxX202UWlLNw02E+TsmhxtLAhXFhPHZ5DynwwqF8tzefRz7ZRX5ZDQNj2jA+KZLLekfg34LplKpaC+//eoR3NhyiuLKWC+PCmD0yjj5RrayYXBjJroX99GY3QD7wpNZ6wR8935aF/TfFlbV8uPkICzdlcaqunsfHxHPdwGi54CoMVVJVy9Of7WF1ai7dwgN5/toEEq1ceCtrLLz36xHmbTjIyao6RvVsx5xxvWnl52XV4wj7s/uI/VzYo7D/pqCsmvtW7uDnA0VcGh/Oc+MSaO0vb3Bhf9/saRylF1fWcvdFsdx9cRe8PWx3sb+ixsKijVm8/v0B2gb6MHdKf3pHBtvseML2pLCfpqFBs3BTFs+tzyDE35uXJyYyJDbUbscX7q2kqpan1u7m07RjdG8XyIvjE+nVwX4FNi27hLs+SKGospanr+zJxAFR8snVSUlh/x3puaXMXJZKVlEld14Yy+yRcXiapV2OsJ2jJ6q4YeEWck+e4u7hXbh7eBe8POz/niuurGXWslR+PlDE+P6RPHNVL1ka7ISksP+BqloLT3+2h2XbshnWNZR5NyTh6yVvcGF9e4+XcePCrdRaGlg4NYn+HY1dhljfoHnt2/28/n0m8RFBvD2lHx1DXHrfbJdztoXd7Yarfl4ezBmXwPPjEtiYWcTURVupqLEYHUu4mG2Hi5nwzq+YlWLlHYMNL+r/F/feAAAYyElEQVQAZpPi3ku7sXBqErklp7jijY3syC4xOpawAbcr7L+ZMCCKVyf2IfnISW5csIWy6jqjIwkX8e2efKbM30JYgDer7hxMnIMttb24ezifzRhKsJ8nNyzYwq6cUqMjCStz28IOMLZPB966ri+7cku5/t0tnKysNTqScHKrUnK4/YMUurULZOUdg4ls7Wd0pN8VHeLH0tsGEejjyZQFW0jPleLuSty6sAOM6hXBOzf0Z19+OZPf3UxRRY3RkYSTWrAxi/tX7mBQ5zZ8dNsgh29rEdnaj2XTBxHg7cGUBVvYc6zM6EjCSty+sEPjR9OFNw3g8IlKJr7zK/ll1UZHEk5mVUoOz3y+h9G92rFw6gCnacgV1aZx5O7raeb6+ZvJyJPi7gqksDcZ2jWUJdMGkldazXXvbqa0SubcxdnZsL+Qhz7eydAuobw2qa9Nbzqyhd+mZbw9zFz/7hb255cbHUm0kBT205zXOYQFUwdwtLiKOz9Moa6+wehIwsHtPlbKnR+k0KVtAG9P6WfIGnVriAn1Z+n0QZhNiuve3UxWUaXRkUQLOOe70IYGdQ5hzjUJ/HLwBI99ko4R6/yFc8g5WcW0RdsI9vVk8bSBBPp4Gh2pRTo1FfcGDbcs2UbpKfnU6qyksP+Ocf0juefiLixPzmbuT4eMjiMcUGlVHVMXbaO6rp7FNw90mR2NYsMCePv6fmQXV3HP0lQs8qnVKUlh/wOzL4ljTEIEz63PYN2u40bHEQ6kuq6e295L5uiJKubdmORw69Rb6rzOITx7VS827C/kn+syjI4jmsE5Lt0bwGRSvDg+kWMlp5i9PI32rXylr7WgoUFz38odbD1czBuT+zKoc4jRkWxi4oBoMvLKWbgpi27tApg4oHnbWQpjyIj9T/h4mpl3YxJtg7y5dUkyOSerjI4kDDZ3w0G+2HmcRy7rzhWJ7Y2OY1OPXtaDYV1DeezTdLZmFRsdR5wDKexnEBrgzcKbBlBjqeeWxclU1UpfGXf1y8EiXvxqH1cktue2YZ2NjmNzHmYTb17Xj6jWftzxQQrZxTKwcRZS2M9C1/BA3rquH/sLynlizW6j4wgD5JVWM3NpKp3DAphzTW+36Wce7OvJ/JuSsNQ3cNt7ydIwz0lIYT9LF8SFcc/wLqxKyWFlcrbRcYQd1dU3MOOj7VTV1jN3Sr8W7UvqjDqHBfDW9f04UFDB3z7eKUuAnYAU9nMw65I4BncO4fE16ezLk7vz3MVzX2aQfOQkc8Yl0KWta62AOVvDuoZx36VxfLHzOEu3ysDG0UlhPwdmk+K1yX0I8Pbkrg9TqJSPpS7vy13Hmb8xi5sGd+RKF79YeiZ3XBDLsK6h/P2z3dJTxsFJYT9HbQN9eH1SH7KKKnn8U7kz1ZUdKqzggVU76RPVikcvjzc6juFMJsXLE/oQ5OvJjI9SZSGBA5PC3gxDuoQya0Qcq1NzWZmcY3QcYQOnauu568PteJoVb13vvD1grC0s0JtXJvThYGEFT62VhQSOSt6tzTTj4i4M7RLK42vS5WOpC3r2iz3syy/n1Ul96dDK1+g4DmVo11DuuiiWFck5rEnLNTqO+B1S2JvJbFK8MrHxY+ldH26X+XYX8s2efD7ccpTbhnXmwrgwo+M4pNmXxJHUsTWPrN4lnSAdkBT2FggL9Ob1SX3JKqrk2S/2GB1HWEFBeTV/+3gn8RFB3HdpnNFxHJaH2cRrk/viYTZxz9Lt1FjqjY4kTiOFvYUGx4Zw+wWxLN2azTd78o2OI1pAa80DK3dSWWPh9cl9nG7DDHvr0MqXF8cnkp5bxpwvpVmYI5HCbgX3jowjPiKIhz7eSWG57JnqrN779Qg/7S/k0ct7uO169XM1Mj6cmwZ3ZNGmw2w8UGR0HNFECrsVeHmYeHVSH8prLDwkd+Y5pQP55fxz3V6GdwvjhkEdjY7jVB4a3YPYMH/uX7lDtpR0EFLYrSQuPJCHRnXnu4wCuTPPydRY6pm5LI0Abw+evzbRbfrAWIuvl5lXJvahqKKGJ9amGx1HIIXdqqYOiWFol1Ce+XyPrBRwIi99vZ+9x8t4/toEwgK9jY7jlBIiW3HPxV1Zk3aMz3YcMzqO25PCbkW/bc7h5WFi9vI02VbMCfySWcS7Px/i+vOiGdEj3Og4Tu3u4bEkRrXisU/TySutNjqOW5PCbmXtgn34x9W9SMsu4c0fMo2OI/5EWXUdD6zaSacQfx6TlgEt5mE28cqERGos9Two15oMJYXdBsYktOfqvh144/tM0rJLjI4j/sAzn+3heOkpXpqQiK+XLG20hs5hATx6WQ827C/kg81HjI7jtqSw28hTV/YkPNCbe1ekUV0nN284mm/35LMyJYc7L4qlb3Rro+O4lCmDOnJBXBj/WLeXQ4UVRsdxS1LYbSTY15Pnr03kUGElL3y1z+g44jQnK2t5aPUuurcLZNYIubvU2pRSvHBtAt4eZmav2CHXmgwghd2GhnYN5YZBHVm4KYsth04YHUc0eXxNOqWnanl5Qh/p2mgj4UGN15p2ZJfwzoZDRsdxO1Z5VyulRiml9imlMpVSD1njNV3FQ6O7E93Gj/tX7ZBGYQ7gsx3H+Hzncf56SRzx7YOMjuPSxiS05/KECF79dj97jkkHVHtqcWFXSpmBt4DRQDwwWSklSwya+Ht78OL4RHJOnuKf6/YaHcetFZRV8/iadBKjWnH7BZ2NjuMWnhnbi2BfL+5dkUatRaZk7MUaI/aBQKbW+pDWuhZYBoy1wuu6jAExbbhtWGc+3HKUn/YXGh3HLWmteXj1Lk7V1vPS+EQ8zDIFYw9t/L341zW9ycgr543vDxgdx21Y493dATj9Hvqcpsf+i1JqulIqWSmVXFjofsXt3pFxdGkbwN9W7aT0lPTTsLeVyTl8l1HA30Z1p0vbAKPjuJWR8eGM6xfJv388yA5Z/msXdhu2aK3naa2TtNZJYWHut3mBj6eZlyckUlhRw98/ky3F7Cm7uIqnP9/DeZ3aMHVIjNFx3NITV8TTNtCb+1bukOW/dmCNwp4LRJ32c2TTY+J/JES24u7hXVi9PZevd+cZHcctNDRoHli1A601L45PxGSSBl9GCPb15LlxCWQWVPDS17L819asUdi3AV2VUp2UUl7AJGCtFV7XJc0Y3oWe7YN4ePUuiiqkd7utLf7lMJsPFfP4mHii2vgZHcetXRAXxvXnRTN/YxZbs4qNjuPSWlzYtdYWYAbwFbAXWKG1lrmGP+DlYeLlCX0or7bw6Ce7pJ+GDWUWVPDc+gwu7t6WiQOizvwHhM09clkPIlv7cv9KWf5rS1aZY9dar9Nax2mtY7XW/7DGa7qybu0Cuf8vcXy1O5/V22XWyhYs9Q3ct3IHvl5m5lzTW3qsOwh/bw9eGt+H7JNV/EOW/9qMrPkyyC1DOzMwpg1Prd1Nbskpo+O4nLk/Na7AeGZsL9oG+RgdR5xmYKc2TB/WmY+2HOX7DNkn2BaksBvEbFK8NCGRBq15YOUOGhpkSsZadh8r5bXvDjAmIYIrEtsbHUf8jnsvjaN7u0AeXLWL4spao+O4HCnsBopq48cTV8Tzy8ETLPn1sNFxXEKNpZ57l++glZ8Xz4ztZXQc8Qe8PRq30ys7Vccjq+Vak7VJYTfYhKQoRnRvy5wvM8gskBanLfXKNwfYl1/Oc+N609rfy+g44k/0iAji3kvjWL87T641WZkUdoMppfjXuN74eZm5d0UaddLitNk2HzrBOxsOMjEpiou7yzZ3zuC2Yf//WlPOySqj47gMKewOoG2gD/+8ujc7c0p5S7bTa5aSqlpmL08jJsSfJ66QHnTO4rdrTRq4X641WY0UdgcxunfEf7bTSz4sN2+cC601j3yyi8LyGl6d2Ad/bw+jI4lz8Nu1ps2Hilm4KcvoOC5BCrsDeXpsT9q38mHWsjRpFHYOVibnsG5XHvdeGkdiVCuj44hmGN8/kkvjw3l+/T4y8qR3e0tJYXcggT6evDG5H/ll1bJS4CwdKqzgqc92M7hzCLdfEGt0HNFMSin+dU1vgnw9mfFRKlW1cldqS0hhdzB9olpx/1+68cWu4yzfln3mP+DGai0NzFqWhqfZxMsTEzFLgy+nFhLgzWuT+nCwsIKn1kpXkpaQwu6Apg/rzNAuoTz12W4yC8qNjuOwXv5mP7tyS3luXG8ign2NjiOs4PwuocwY3oUVyTl8mipLIJtLCrsDMpkUL09IxN/LgxkfpUr/6t/xy8Ei3tlwkMkDoxjVK8LoOMKKZo3oysCYNjz6yS4OFcq9Hc0hhd1BtQ3y4cXxiWTklfMvaZb0X05U1HDv8h10CvXn8TGytNHVeJhNvDa5D14eJhnYNJMUdgc2vHtbbhnaiSW/HuGbPdIsCRq7Ns5clkpxVS2vT+qLn5csbXRFEcG+vDg+kT3Hy2Rg0wxS2B3cg6O60bN9EA+s2kF2sdyZ9+LX+9mUeYJnx/aiV4dgo+MIGxrRI5xbmwY269OPGx3HqUhhd3DeHmbevK4f9Q2a6e+nuPUysPXpx5n700EmD4xmgmyc4RYeHNWdxMhgHly1UwY250AKuxPoFOrPG5P7kpFXxoOrdrrl+vbMggruW7GDxKhWPHWlzKu7Cy8PE29M7ofWcMcH7j2wORdS2J3ERd3a8uBfuvP5zuPM/emQ0XHsqqLGwu3vJ+Pjaebt6/vh7WE2OpKwo+gQP16b3Ic9x8ukn8xZksLuRO64sDNjEiJ4/qsMfthXYHQcu9BNG5FkFVXyxnV9ad9K1qu7o4u7h/PI6B6s25XHq98dMDqOw5PC7kSUUjx/bQLd2wUxc2kqWUWVRkeyuXkbDvFleh4Pje7OkNhQo+MIA906rBPj+0fy+ncH+GzHMaPjODQp7E7Gz8uDeTf0x8OkuO29ZMqrXbdZ2E/7C3lufQaX947gtmGdjY4jDKaU4tmrezEgpjX3r9zBzpwSoyM5LCnsTiiqjR9vXdePrKJKZi93zTnH1KMnufODFLq1C+K5axNQSvrAiMZVYm9P6U9ogDe3vZdMXmm10ZEckhR2JzWkSyiPXtaDb/fm89Rnu11qpUxmQTk3L95GaIA3S24eQID0VxenCQ3wZsHUJCqqLUx/P1nuTP0dUtid2LTzY7htWCfe+/UIz63f5xLF/VjJKW5csBWzycT7twykbaCP0ZGEA+reLohXJ/VlV24ps5enYZEtJf+LFHYnppTikct6cP150cz96aDTb6t3srKWGxdupbzawuJpA+gY4m90JOHARsaH8+hlPfgyPY/ZK3ZIcT+NfMZ1ckopnhnbi6rael78ej9+Xh7cPLST0bHOWVWthZuXbONocRVLpg2UdgHirNw6rDOWBs2cLzMwKXh5Qh/py48UdpdgMileuDaBqloLT3++B39vMxMHRBsd66zV1Tdw14fb2ZFdwr+v78/g2BCjIwkncseFsTRozfPr96GAl6S4S2F3FR5mE69P7sv091J4aPUufL08uDKxvdGxzuhUbT2zlqXy475C/nVNb0b1amd0JOGE7rqoC1rDC1/tw6QUL4x37x21pLC7EG8PM3On9OemRVu5d3kaWmvG9ulgdKw/VFRRw61LktmRU8Lfr+zJ5IHO8ylDOJ67h3dBa82LX+8HBS9c677FXQq7i/H1MrNw6gBuXrSNWcvSOJBfwb0j4zA52Bv8YGEF0xZto6C8mrlT+vOXnjJSFy034+KuNOjGbRPRMGdcAl4e7rdGxP3O2A0EeHvwwa3nMTEpijd/yOT2D1KoqHGcrnjbDhcz7u1fqKyxsPS2QVLUhVXNHNGVe0fGsTo1lwnv/EpuySmjI9mdFHYX5eVhYs643jx1RTzfZxRwzb83cfSE8f2sP995jOvnb6G1nxer7xpC3+jWRkcSLmjmiK68fX0/MgsqGPP6z/y0v9DoSBwqrODmxdvIL7P93bJS2F2YUoqp53diybSB5JfVcOVbG/nlYJEhWerqG3jt2wPM+CiVhA7BrL5ziKxTFzY1uncEa2ecT3iQD1MXbeXlb/ZTb0D7jYYGzYKNWYx+7WdSjpzkYIHtN+hWRtytmJSUpJOTk+1+XHd2uKiSW99LJquokntHxnHL0E74eNqnr/nWrGIe+3QX+/MrGNunPc+NS7DbsYU4VVvPY5+m8/H2HIZ1DeXViX0ICfC2y7EPF1Xy4KqdbD1czIjubfnnNb0JD2r+3dRKqRStddIZnyeF3X2UV9fxwMqdrN+dR2RrXx4c1Z0rEiJs1mDrREUN//oyg1UpOXRo5cvfr+zJJfHhNjmWEH9Ga83ybdk8sXY3bfy8uO/SOK7u2wEPs20mLRoaNO9vPsKcLzPwMCuevKIn4/p1aPG/NSns4g9tPFDEP9btZe/xMhKjWvHY5T0YENPGaq/f0KBZkZzNnPUZVFRbuHVYZ2aO6IKflyzCEsZKzy3lbx/vZPexMqLb+DFjeBeu7tcBTysVeK01O3JKmfPlXjYfKubCuDDmjOtNRLB1NoixS2FXSo0HngJ6AAO11mdVraWwG6++QbN6ew4vfr2P/LIaRvVsx+yRccSFBzR7VJFXWs2X6cdZvT2XXbmlDIxpw7NX9yIuPNDK6YVoPq013+4t4LXv9pOeW0ZUG19mDO/CNf0im13gS6pq+TQ1l2XbssnIKyfA24PHx/RgQlKUVT8R26uw9wAagHeA+6WwO59TtfXM//kQb/90kKraejq08uX8LiEM7RrG+bEhZ5yLPFZyinW7jvNleh4pR04C0L1dILcM7cS1/SOlj7pwWFprvs8o4LXvDrAzp5TI1r6MjA8nITKYhMhWdArx/9P7PxoaNFuyilm+7Sjr0vOotTTQu0MwkwZGcUVie4J8PK2e2a5TMUqpH5HC7tQKy2v4anceGw8U8cvBIsqqG9e9x0cE0Te6FRqorqunxtJATV0DNZZ6iitr2X2sDIAeEUFc3rsdo3tHEBsWYOCZCHFutNb8uK+Qd38+xPajJ6mua+wSGeDtQa8OQSREtsLHw0RhRQ0FZTX/+VpUUYOlQRPo48HVfTswISnK5s3rHK6wK6WmA9MBoqOj+x85cqTFxxW2Ud+g2ZVbyqbMIjYeKGJvXhmeZhPeHr/9Z8bb04Sfl5khsaFc1juCTqGydFE4P0t9A5mFFezMKWVXTik7c0rYe7ycuoYGQvy9CQv0pm3g///arV0gf+nZzm6rvKxW2JVS3wK/d2vgo1rrNU3P+REZsQshXFBdfQMKbLaC5lycbWE/4zIFrfUl1okkhBDOx1orZuzJ+RILIYT4Uy0q7Eqpq5VSOcBg4Aul1FfWiSWEEKK5DLlBSSlVCDT36mkoYEzDE+PIObsHOWf30JJz7qi1DjvTkwwp7C2hlEo+m4sHrkTO2T3IObsHe5yzzLELIYSLkcIuhBAuxhkL+zyjAxhAztk9yDm7B5ufs9PNsQshhPhzzjhiF0II8SecqrArpUYppfYppTKVUg8ZncfWlFJRSqkflFJ7lFK7lVKzjM5kD0ops1IqVSn1udFZ7EEp1UoptUoplaGU2quUGmx0JltTSs1uek+nK6WWKqWav62Qg1JKLVRKFSil0k97rI1S6hul1IGmrzbZ9NdpCrtSygy8BYwG4oHJSql4Y1PZnAW4T2sdDwwC7naDcwaYBew1OoQdvQas11p3BxJx8XNXSnUAZgJJWutegBmYZGwqm1gMjPqfxx4CvtNadwW+a/rZ6pymsAMDgUyt9SGtdS2wDBhrcCab0lof11pvb/q+nMZ/8B2MTWVbSqlI4HJgvtFZ7EEpFQxcACwA0FrXaq1LjE1lFx6Ar1LKA/ADjhmcx+q01huA4v95eCywpOn7JcBVtji2MxX2DkD2aT/n4OJF7nRKqRigL7DF2CQ29yrwII0buLiDTkAhsKhp+mm+UsqleyBrrXOBF4GjwHGgVGv9tbGp7CZca3286fs8wCabADtTYXdbSqkA4GPgr1rrMqPz2IpSagxQoLVOMTqLHXkA/YC3tdZ9gUps9PHcUTTNK4+l8Zdae8BfKTXF2FT2pxuXJNpkWaIzFfZcIOq0nyObHnNpSilPGov6h1rr1UbnsbHzgSuVUodpnGq7WCn1gbGRbC4HyNFa//ZJbBWNhd6VXQJkaa0LtdZ1wGpgiMGZ7CVfKRUB0PS1wBYHcabCvg3oqpTqpJTyovFiy1qDM9mUatwwdAGwV2v9stF5bE1r/bDWOlJrHUPj3+/3WmuXHslprfOAbKVUt6aHRgB7DIxkD0eBQUopv6b3+Ahc/ILxadYCNzV9fxOwxhYHOeNGG45Ca21RSs0AvqLxKvpCrfVug2PZ2vnADcAupVRa02OPaK3XGZhJWN89wIdNA5ZDwDSD89iU1nqLUmoVsJ3GlV+puOAdqEqppcBFQGhTe/MngTnACqXULTR2uJ1gk2PLnadCCOFanGkqRgghxFmQwi6EEC5GCrsQQrgYKexCCOFipLALIYSLkcIuhBAuRgq7EEK4GCnsQgjhYv4fLlFuxw3A4XkAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplot(2,1,1)\n",
    "plt.plot(x,np.sin(x),'--')\n",
    "\n",
    "plt.subplot(2,1,2)\n",
    "plt.plot(x,np.cos(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x11b926b00>]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 点状样式，颜色\n",
    "x=np.linspace(0,10,20)\n",
    "plt.plot(x,np.sin(x),'o',color='red')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x11b996240>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYYAAAD8CAYAAABzTgP2AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJztnXmYU+XVwH9nhnVEQQdUFJhBxcomLoi4FsEFVxBEUUBww+ICtNWCHfuh1lHUVrDWagERBRQEEdAKiIBba5VRBBQrmwwMggyr7Nuc7483wcyQTDKTm9zcm/f3PHlI7r3JPRnuzTnnPZuoKhaLxWKxBMlwWwCLxWKxpBZWMVgsFoulFFYxWCwWi6UUVjFYLBaLpRRWMVgsFoulFFYxWCwWi6UUVjFYLBaLpRRWMVgsFoulFFYxWCwWi6UUVdwWoDLUrVtXc3Nz3RbDYrFYPMWXX365UVXrRTvOk4ohNzeXgoICt8WwWCwWTyEihbEcZ5eSLBaLxVIKqxgsFovFUgqrGCwWi8VSCk/GGCwWiyUc+/fvp6ioiD179rgtiqvUqFGDBg0aULVq1Uq93yoGi8XiG4qKijjyyCPJzc1FRNwWxxVUlU2bNlFUVETjxo0r9RmOLCWJyGgR2SAi30TYLyLyNxFZLiKLROSskH29RWRZ4NHbCXnCMX7xeHKH55LxaAa5w3MZv3h8ok5lsaQU6XTt79mzh+zs7LRVCgAiQnZ2dlxek1MxhjFAx3L2Xwk0CTz6Ai8CiMgxwBDgXKANMEREjnZIpkOMXzyevu/0pXBbIYpSuK2QXlN6IY+K728US3oSVAbyqNBrSq+0uvbTWSkEifdv4IhiUNWPgc3lHNIJeE0N/wXqiEh94ApgtqpuVtUtwGzKVzCVIm9OHrv27yotM2akqSdulN27Ydw4eOUVGDkSJk6ELVvclsqSooQaQvDLtR7EU9d+kGnT4K9/Ndf+unVuS+N7kpWVdCKwJuR1UWBbpO2HISJ9RaRARAqKi4srdPLV21aXuz/0Run7Tt/UuEHWroUZM8zzGjXg4Yfh9tuhb1/o3h3q1YO8PHdltKQUQS+h55SehxlCkUjJa3/vXnj9dRg48Jdtf/kLPPCAufZPOAFOPRWefNI9GSvInXfeyZIlS6IeN3z4cF577bVyj+nevTvLli1zSrSweCZdVVVHqGprVW1dr17Uiu5SNKrdKOZjd+3fRd4cF39wVY1X0LQp9OkDBw+CCHz2GfzwAxQVmed/+AOcfbZ5z88/w/z57slscZ2yXkJl2LV/Fz2n9HTXe5g9Gxo3hh494F//Mtc2wOTJxkv+4gujJE46CbZu/eV9quE/L0UYNWoUzZo1K/eYAwcOMHr0aG655ZZyj+vXrx9PP/20k+IdRrIUw1qgYcjrBoFtkbY7Sn6HfLKqZsV8fOG2QndujjVroGNH4xW0bg3//jdkZpp99etDbi6ceCK0bQtPPAFduph9Q4eabb/9Lezfn1yZLa4RGlTu/XbvmL2EaLjiPezfD4MHw+WXwzHHwKxZ8P33cNRRZv9xx0GdOnDOOfD738PMmb94DLNmQYcOKbO8unPnTq6++mpatWpFixYtmDhxIu3atTvUxqdWrVrk5eXRqlUr2rZty08//QTA3LlzOeuss6hSpQoHDhzgnHPO4cMPPwTgoYceIi+wQnDRRRfxwQcfcODAgYR9h2QphunArYHspLbANlVdB8wCLheRowNB58sD2xylR8sejLh2BDm1cwAQogdmkn5zbNwIbdoYZfCPf8AHH8App8T23kGD4De/geHDoWtXSPMc7nSgbELFQT1Y7vHBaz6Wax9c8Jx//tnE0e6+23gFl18OGVF+noL7d+yATz+Fiy6Csj+W7dod/vjHP8y+XbvC7x8zxuzfuPHwfTEwc+ZMTjjhBBYuXMg333xDx46lw6Y7d+6kbdu2LFy4kIsvvpiRI0cC8O9//5uzA6sAVapUYcyYMfTr148PPviAmTNnMmTIkMDXzuCUU05h4cKFMclTGZxKV30D+Az4lYgUicgdIvIbEflN4JD3gJXAcmAkcA+Aqm4G/gzMDzweC2xznB4te7Bq4Cp0iDK2y9iYlERSb47sbLOm+vnn0K9f9JsilNq14YUXzAX/zjtwzTXmZrH4lnAJFZHIqZ3D2C5jK3TtQ5I85507oaTEXP8LF8JLL0FW7N49YIyhmTONx71+vfnBd5GWLVsye/ZsBg0axCeffELt2rVL7a9WrRrXXHMNAGeffTarVq0CYN26dYQukzdv3pxevXpxzTXXMHr0aKpVq3Zo37HHHsuPP/6YsO/gSIGbqt4cZb8C90bYNxoY7YQcsdKjZQ96tOwBGMsrb05exLXZ4M2R3yH/0HscZfFic2O0amUs/3jo1w+OOMK45OvWQZMmzshoSTmiJVQAZFXNYsS1I0pdtxW59uEXzzn4XkfZuROuuAJatoQXXzTKobK0bw+ffAI//QRLl0KzZlCtGgSWYsKSlVX+/rp1y98fgVNPPZWvvvqK9957j4cffpgOHTqU2l+1atVD6aSZmZmHloRq1qx5WO3B4sWLqVOnDhs2bCi1fc+ePdSsWbPCssWKZ4LPiSLoSQStqHAkbFlp/XpzY/Tp41zw7NZbYdkyqxR8SjCuUDYFNUimZCIIObVzDlMKZQle++O6jCs3BpcQz3nvXujc2SRStG/vzGeefrqJRdSrB5VsBeEEP/74I1lZWfTs2ZMHH3yQr776Kqb3NW3alOXLlx96PWXKFDZv3szHH3/M/fffz9aQYPvSpUtp0aKF47IHSXvFECRagNrxm+PAAZN6t3UrvPaayTxyiiOOMNlMDz4ICc5esCSPaJlHWVWzePX6VykZUsKqgatitvDLxuDCEYuHUiEGDTJxtNGjoVs35z63alWToCFiAtouZCstXryYNm3acMYZZ/Doo4/y8MMPx/S+K6+8ko8//hiAjRs3MnjwYEaNGsWpp57Kfffdx4ABAwD46aefqFmzJscff3zCvoNoiqd5haN169aaiEE90VxrQSgZUuLMyf7wB3jmGRg7Fnr2dOYzQ1GFm26Ct94y66+XXeb8OSxJJXd4bsRrM6d2jiPLnZHOkVM7h1UDV8X12YeYPh06dYL+/eG555z5zADfffcdTZs2NUphyRKzPNWggaPnSCTXX389Tz/9NE3K8fiHDRvGUUcdxR133FHuZx36W4QgIl+qautocliPIYRoy0oVqYcol/ffN0qhX7/EKAUwFtPo0WattXt3E5izeJpIVrsgFfIQyiOc5yyIs4HoatVM1lEivdmqVU166/r1v9RCeIChQ4eyLkpld506dejdO2Ft5QCrGMKS8Jvj4otNHcKwYfF9TjRq1YIpU0z66m9+k/JFQJbyiWSYOGawED612/Hq6I4dTe1B9erxils+DRqYc6xaZZZWPcCvfvUrLr744nKPue2226hSJbGNsa1iCENCb479+02Li4ceSvyNASYInZ8Pc+aYgiGL5wgGnAu3FR6WYppVNYv8DvmOni/Ucy4b5I4r1vb88+ZaLHFoOTYamZmminrfPtMxwBIzVjFEICE3x3vvmaWdkMyDpHD//Wa99bTTknteS9yEa4gXVA6xZB7FQ6Slq0oFotesMcbQ559XrEYnXmrVMplKLgWivYod1BMFx26OHTvgnntMxlAj51z/mMjMNL1lwPRUOuec5J7fUmkidQZ2NBgcgUa1G4UNRFdq6eq3vzWegsPB5pgIBp9tO+6YsR5DFBxb1x0yBAoLYcQIE3xzg9dfN203PvjAnfNbKoyjVnsFcSzWNnOmyY7LyzNLO8lGxDz27EmZfkqpjlUMUXDk5vj+e2Mp9e0LF1yQIEljoGtXc2M+8EDy1nktcZGMgHMkHIm1HTwIAwaYNtkPPJBokcunqMh0KPZAo8kFCxZETUf9+9//zujRiWkaYRVDFBy5OV5+GWrWhD//OdHilk/16ib4t3AhjE+BvvuWiCQ74ByJuGNtmZmmOd6YMclJtiiPBg1MnCGkx1Cqjj194okn6N+/f7nH3H777Tz//PMJOb9VDDEQ980xdKgp/T/22ARKGSM33WTmODz8sO3CmqK4GXCORKWWtILB3nPOgfPOS4BUFaRGDdMuo7gYdu8OO/LXqdY3r732GqeffjqtWrWiV69erFq1ivbt23P66afToUMHVq82f7dJkybRokULWrVqdShNdfv27SxatIhWrVoBMGDAAB577DEAZs2axcUXX0xJSQlZWVnk5ubyxRdfxC1vWaxiqAAVvjlUYds2k4WRwL4mFSIjwxQW7d0L//uf29JYwhAt4JxspQCVXNL685/hjjtSq4bghBOMF7NmTdi/sxOtb7799lsef/xx5s6dy8KFC3nuuee4//776d27N4sWLaJHjx6HvIHHHnuMWbNmsXDhQqZPnw5AQUFBqT5ITz75JBMnTmTevHn079+fV155hYxAZlfr1q355JNP4pI3HFYxVIAK3xyzZkFODsTYRCtptG9v1lrPOMNtSSxhcDPgHIlwsbZyl7SKi011//btvwybSgWqVDG9lGrUSNjfee7cuXTr1o26desCcMwxx/DZZ58dmszWq1cvPv30UwAuuOAC+vTpw8iRIzkYUKBl229nZWUxcuRILrvsMu677z5OPvnkQ/sS1X7bKoYKUKGbo6TE5G1nZ6eOtxBKzZomCPf1125LYimDmwHnSITG2gQhu2Y2NavUpNeUXuHX5ocONXMRAksgKcWxx0KjRinxd37ppZd4/PHHWbNmDWeffTabNm2K2H47Ozv7MCWQqPbbTg3q6Sgi34vIchEZHGb/MBH5OvBYKiJbQ/YdDNk33Ql5EkXZmyOndg69W/Umb07e4cGrd94xP7qPPOJeemo0+vc3U6m2bXNbEksIFbbOk0Qw1ja2y1h2H9jNpt2bwq/Nr11rBkfdemvqFlWqkn/ew2RVKf2j6sTfuX379kyaNIlNmzYBsHnzZs4//3wmTJgAwPjx47nooosAWLFiBeeeey6PPfYY9erVY82aNYe13y4sLOSvf/0rCxYsYMaMGXz++eeH9iWs/baqxvUAMoEVwElANWAh0Kyc4+8HRoe83lHRc5599tmaCoxbNE6z8rOURzj0yMrP0nELx6mee65q48aq+/e7LWZkvvxSFVSffNJtSSxqrqecYTkqj4hmP5Wt2U9lqzwimjMsR8ctGue2eIfIGZZT6poPPnKG5ZgDBgxQrVJF9Ycfki7bkiVLYjvwwAHVBQt03Ky/HPqbO/l3HjNmjDZv3lxPP/107d27t65atUovueQSbdmypbZv314LCwtVVfX666/XFi1aaPPmzbV///5aUlKiqqotWrTQn3/+WUtKSrRDhw46bdo0VVUtKCjQFi1a6O7du1VV9cwzz9SNGzeGlSHc3wIo0Bh+Y+Nuuy0i5wGPqOoVgdcPBRTOkxGO/w8wRFVnB17vUNVaFTlnotpuV5SILYpr1mfVoHVm1Ga/fi5IVgGuvBK+/NI0GqvoSEWLYwQzZEKDoeEmsKUCGY9mhB0UdKgtfWGhmcHcI/lyh2s1HZF164x307Sp6UiQQgwbNowjjzySO++8M+IxCxYs4Nlnn2Xs2LFh97vddvtEILSnc1Fg22GISA7QGJgbsrmGiBSIyH9FpLMD8iSNiMGr3evNQPM+fZIrUGXIyzOBwpdfdluStCZRGTKJIOrafE6OK0qhwtSrZwLjUdpcu0G/fv2oHqXuY+PGjfw5QbVRyQ4+dwcmq2po/lpOQIPdAgwXkZPDvVFE+gYUSEFxcXEyZI1KuTfIOeeYAG+qc+GFcNFFMGOG25KkNamYiRSJiDGQi4aYOplUy8KLRJUqpsHe1q2we7fb0pSiRo0a9OrVq9xjLrvsMnJzcxNyficUw1qgYcjrBoFt4egOvBG6QVXXBv5dCXwInBnujao6QlVbq2rr0FQuNwl7g5Rkkr82RQNukXjrLXj3XbelSGtSIUMmViJmKL17O7knvMn45VNcla9Cy+P16pmK7L17EyeQC8QbInBCMcwHmohIYxGphvnxPyy7SEROA44GPgvZdrSIVA88rwtcACxxQKakcFiW0hEnMOLtg/TI9Fh9QL16pvBt507bmtglUjUTKRLhM5SgsA70XT7MtdYSNWrUYNOmTbH/MFatatLJ69RJrGBJRFXZtGkTNWrUqPRnODLzWUSuAoZjMpRGq2q+iDyGiYBPDxzzCFBDVQeHvO984J9ACUZJDVfVqIvdqRJ8Lsv4QVeRt28Gq+sIjWo3cmQGb9L4/HO44gozjzfKBClLYgjOHF+9bbVnrp+kzIiuAPv376eoqOiwOoCoqMKBA0ZR+IAaNWrQoEEDqpb5PrEGnx1RDMkmFRXD+Pmj6TvtDnaF/D+kalZJWHbtgoYN4ZJLYPJkt6VJG7yoDEKJmqHkFXr0gI8+Mh0BfKIcwpHMrCQLkDfrwVJKAVI3qyQsWVlw550wdSqsTr2Apx9JZBO3ZOGl2Ei53HKLSV196y23JUkJrGJwiNUHww8AScWskojcc49xqV980W1J0gIvpahGwmuxkYhceaWZjz58uNuSpARWMTiELyynnBzo3NlMmfNZlkYq4qUU1Uj0yLmWEXVvJ+eoRofaxHhm+TSUjAzTIubzz00NUppjFYMTPPMM+Sf08ofl9Oijpius20NV0gBfGBNjx9Lj7r+z6sLJlAwpca0tuCPceqtZUp00yW1JXMcqhngpKoKHHqLHl/sOa7DnScupRQtoHTU2ZXEAzy/DqJpmea1bm4JOUnciWkwcdRQUFMBTT7ktietYxRAvr7xiBpHcffeh3O6SISXkd8gP33XVC6xdawLRixa5LYmvCdet11PGxEcfwXffwb33Av4IptO0qVlWSnNsumo8lJTAySebxwcfHNrspYZoYdm0yUy6uvtu+Nvf3JbGkqrcfLNZdly7FmrWTLmahkrz/POmE8CsWW5L4jg2XTUZzJtnupLecUepzZ7PNsnOhq5dYezYlOsh4wc8vdwS5OBB4y307HmoJ5gfgumA6aH0/vtmWSlNsYohHjZvhpYt4frrS232xQ1y552mudgUd/ve+A1fLLeA6Uq6YEGp9XhfBNPB1DRkZZnsvDTFKoZ46NYNFi6EMj1JfHGDtGtnlshGjXJbEl/heW8yyJ49IFKqg7Dng+lBatc2XWJff93MrE5DrGKoLKtWmd4qIoft8sUNkpEBAwfC6aebZQOLI/jCm1ywAI4/Hj78sNRmzwfTQ7nrLtNU8s033ZbEFaq4LYAnUYXrroMGDeC99w7bHbwRvNwDB4D77nNbAt/RqHajsAFaT3mTr7xiPIbTTz9sV4+WPbx3nYejbVsYNAjODDsFwPdYj6EyfPklLF4MnTpFPCQ0ddXTRT8lJWZMo/UaHMHz3uSePTBunImrHXNMuYd6OsguAkOHwllnuS2JK1jFUBlefdVUBt90k9uSJJ7p082Et3nz3JbEF3h+uWX6dNiyBW6/vdzDfBNk/+ormDnTbSmSjq1jqCj795sc/0suiXn90dOtlffsMevJnToZhWhJb666Cr75xrSnzsyMeJhvahouvdR81+XLw8YTvYatY0gUs2fDxo0QZR5rEM9bTjVqwI03mnbEO3a4LY1n8fSySiiPPGLaYJSjFMAnQXYw/ZNWroR//9ttSZKKI4pBRDqKyPcislxEBofZ30dEikXk68DjzpB9vUVkWeDR2wl5EsoVV8CcOdCxY0yH+yI9sVcvk6Hx9ttuS+JJPG8chNKmDVx7bdTDfJGyDdClCxxxRNp5y3ErBhHJBF4ArgSaATeLSLMwh05U1TMCj1GB9x4DDAHOBdoAQ0Tk6HhlSiiZmdC+fcxTnnxhOV1wATRubIb4WCqML4wDgCeeMIkXMeD5IHuQWrXghhvMsnEadQFwwmNoAyxX1ZWqug+YAERO1ynNFcBsVd2sqluA2UBsprgbTJoEv/tdhS4QX1hOGRkmAPfGG25L4kl8YRwsXQp5eYfVLkTC80H2UG691WTnLVzotiRJw4k6hhOBNSGvizAeQFm6isjFwFLgt6q6JsJ7T3RApsTwwgvw44/w17/G/Jb8DvlhG+p5znI69VS3JfAsvqhdGD/eBF+7d4/5Lb6paWjXDjZsKFXl7XeSFXx+B8hV1dMxXkGFF+xEpK+IFIhIQXFxseMCRqWw0LQZ7tWrQtkJvrKcRo82E94sFcLzyyqqpnahfXs4sXJ2m6eD7xkZvyiFkhJ3ZUkSTiiGtUDDkNcNAtsOoaqbVDU4K3IUcHas7w35jBGq2lpVW9erV88BsSvIhAnm3x4V/0H3TbHbjh0wbZrpqmmJGc8bB59/bjJzKnHtg0+C7xs2mCFWr7zitiRJwQnFMB9oIiKNRaQa0B2YHnqAiNQPeXkdEPxlmQVcLiJHB4LOlwe2pR4TJsC558JJJ8X1MZ62nLp1M95SUElaYsbTxsHq1ab9S5culXq7L4Lv9eqZOeivv+62JEkhbsWgqgeA+zA/6N8Bb6rqtyLymIhcFzisv4h8KyILgf5An8B7NwN/xiiX+cBjgW2pxb590KpV1GrPaHjecqpf36y3Tphglhcs6cGNN5ql1Nq1K/V2XwTfRcxgonnzYN06t6VJOLbyOYn4ohp0xAgz2e3LL9O2j0yseLriPcjOnWY2QRxVv7647sEsoTZrBsOHw4ABbktTKWzls1OowpIljljIvrCcunY1FmQV25i3PDzvHQb57W+NtxzH9e/54HuQpk3N3yIN0ratYojGN99A8+YmKyNOfFHTkJ0NEyeGbbls+QVfrKvv329aobRsGZfH4Pngeyj/93/Qv7/vl1Kt2ReNCRNMtfMVV8T9Ub6paQBYtgyqVYOcHLclSUl84R3OmWPG1zrQRdg3NQ2VDMB7DesxlIeqUQwdOsCxx8b9cb6xnHbuNB5DBQr90g1feIcTJ8JRRzliFPmKNWtgzBi3pUgoVjGUR0GByd+uQLVnNDydthjkiCNM++VJk9Km4KeieH5dfe9e0zSxc2cze8RhPJ22/eabcNttsGKF25IkDKsYymPSJNMsz1b7Hk63brB+fdq1I44Vz3uHGRnGKk5A9o3nA/M33GD+nTTJXTkSiE1XLY8dO4zX0K5dQj7e0+mM27eb5bW+feG559yWxuIhfJG+2ratCc7H2G02VbDpqk5Qq1ZClYKnraYjjzQzKaZP932GRtqxdy/k55uK5wTgi8B8t25m7KdPl5OsYojEP/+Z0OCqL9IZ//pXc3P4YOShU3h67TzI7Nnw8MPw7bcJ+XhfBOZvuMFkK/73v25LkhCsYgiHKvzlL/D++wk7hS+sppNOgqNTe65SMvG8FxjkrbdM+4sOHRLy8Z4PzINJ0y4urnRjwVTHKoZwLFpkhn8Hg0wJwBdWE8C775q/k81O8ocXuH+/6aB73XWmTiUBeD4wH8THRpFVDOGYPNlkZSQwG8kXVhPAli3Gwpw/321JXMcXXuC8eeb/NIFGEfgkbXvvXrjsMnj2WbclcRyrGMqiatLQ2rUzrXYThG+spmuvNSm9Pk7dixVfeIHLlkHdunD55W5LkvpUrw5bt5q6Bp9hFUNZduww64cOFrVFwhdWU5065kdk8uS0z07yhRd4772wdi3UqOG2JN6gSxczyKioyG1JHMUqhrIceSTMmgV33eW2JN6hSxfTr//rr92WxFU87wUG40QJii1EwtOZXMHeSVOnuiuHw9gCt7Js2mQ6iFpiZ+NGk9f9xBNw3nluS2OpLPffb1JU58xJWgpyMJOrbGNJTynU5s3huONg7ly3JYlKUgvcRKSjiHwvIstFZHCY/b8TkSUiskhE5ohITsi+gyLydeAxvex7k8rKlSau4EK/dU9bTXXrmqClVQrepaQEpkwxS4NJrEvxRSbX739vYm0+Iu622yKSCbwAXAYUAfNFZLqqLgk5bAHQWlV3iUg/4Gkg2Mt3t6qeEa8cjvD222adPMk/cGWtpmD+O+AdqwlMi2YRX6fx+ZYvvoAff0x6W2lfZHLFOfI3FXHCY2gDLFfVlaq6D5gAdAo9QFXnqWrQLPgv0MCB8zrP22/DGWdAbm5ST+sLq2njRjj+eFMxnmZ42tsL8vbbZirf1Vcn9bS+yOQC2LbNeM0+wQnFcCKwJuR1UWBbJO4AZoS8riEiBSLyXxGJWDggIn0DxxUUFxfHJ3E41q+H//zHlUEcvrCa6tY1SnXKFLclSSq+qHZWNYrhkkuS7u35IpML4M9/Nr3Dtm1zWxJHSGpWkoj0BFoDz4RszgkEQ24BhovIyeHeq6ojVLW1qraul4j6gmnTzA1y/fXOf3YUfGM1deliCt3WrIl+rE/whbdXUmJmO7sw4N7zmVxBunSBffvgX/9yWxJHcEIxrAUahrxuENhWChG5FMgDrlPVvcHtqro28O9K4EPgTAdkqjjXXgsvv2wyDJKMb6wmn6bulYcvvL3MTOjXL+nLSEF8Uc/Tti3Ur+8bj9kJxTAfaCIijUWkGtAdKJVdJCJnAv/EKIUNIduPFpHqged1gQuA0KB18jjhBBNEcqFTqG+splNPNYrVJzdHLPjC25s0CTZsiH6cJTIZGdCpE8ycCXv2uC1N3MStGFT1AHAfMAv4DnhTVb8VkcdE5LrAYc8AtYBJZdJSmwIFIrIQmAcMLZPNlBw+/NBMq9q/P+mnDuILqwngpZdg5Ei3pUganvf2Cgvhxht9P8M4KXTubOahf/qp25LEjS1wA9Mw7LPPzNp4hi0Gt1QMT0/ie+45GDgQli6FJk3clsbbf8t9+0wt1GmnuS1JRGItcLOKYfduU9R2663wj38485npzr/+Bf/7nyn8saQ2v/61qT9ZvNhtSfxRBZ3i2NGesTJnjnH/Ethiu6J4Pi9+5kz4059g167ox1rcY+NGs+yRIte+LzK8ioqgZ0/TWM/DWMUwdSocdVTCZjtXFF/kxXfubDyx2bPdlsRSHp98YlJVU0Qx+CLD66ijTDDf423orWIoLISrrkp6R8lI+MJquvhi03PHx2mrnvfqwNTsFBbCWWe5LQngkwyvo44yI1GnTvV0G3qrGGbPTqmMDF9YTVWrwjXXwDvvwIEDbkvjOL7w6oI0auRKinY4PJ/hFaRzZ1ixwnQ7j3cHAAAe/klEQVSq9SjprRiCGr16dXflCMEXVhOYnO7sbN8NMAGfeHUzZpgfsPXr3ZbkEL6p57nuOqNs337bbUkqTdzdVT2LqnGhu3WDP/7RbWkOkd8hP2xmhuespi5dEj432C184dVNmmTqd1Js9kiPlj28pwjKcvzxZgJk7dpuS1Jp0tdj+O47M3EsBW8MX1hNwXqQ/fs9vdYaDs97dQcPmmW+q682y34W53n9dejf320pKk36KoZgYDQFB2z4pgp63jw49lhYtMhtSRzF82vh//mPSVVNkWwk33LgQEot1VWE9FYMbdqYHkmWxNCsmWlDPG2a25I4iue9uqlTTRZex45uS1Iuns/8uugiUzjrQdIzxvDjj6Y99BNPuC2JvznuONN1cto0+L//c1saR/H0WvjJJ8NvfgNHHum2JBHxxVTDiy6C4cONceSxeEN6egwiJuDctavbkkTF81ZTp07w1VdpNaMh5bnnHtMjKYXxReZXp04mxjZjRvRjU4z0VAz160N+vmkTncL4Il++U2DK6/Tp5R9nSQ4rV3qiLbQvMr/atjUxNg8upaafYti+HWbNgr17ox/rMr6wmk47DR5/HC680G1J4sbz3hvAzTfDFVe4LUVUPJ/5BWYA0rXXwnvvmc6rHiL9FMPMmSbo5oEmV76wmgDy8qBVK7eliAtfeG8//ghffAGXX+62JFHxfOZXkAEDTLA/M9NtSSqEI4pBRDqKyPcislxEBofZX11EJgb2fy4iuSH7Hgps/15EEm/KTJtmahfOPz/hp4oXX1hNYBq1zZtnYg0exRfe2zvvmH+Dy3spjOczv4K0bAmXXJJ+ikFEMoEXgCuBZsDNItKszGF3AFtU9RRgGPBU4L3NMKNAmwMdgX8EPi8x7N9vZgVccw1USf2ELN9YTapw003wzDNuS1JpfOG9TZsGJ53kylzzyuCbep5vvoFHHvFUoacTHkMbYLmqrlTVfcAEoKxJ0gl4NfB8MtBBRCSwfYKq7lXVH4Dlgc9LDJ9+Clu3esJiAh9ZTR5eaw3iee9t+3Yze6RTp5Rpmpc2FBTAo4/CggVuSxIzTiiGE4HQXMSiwLawxwRmRG8DsmN8r3O8/75pmOeBNdYgvrGaOnWCn3+Gjz5yW5JK4Xnv7YgjzPyFe+91W5L04+qrTYsYD2UneSb4LCJ9RaRARAqKi4sr9yGPP2609hFHOCucJTqXXgo1a3rq5gjF895bRoap9D/5ZLclqRSezgirV8/END107Tux0L4WaBjyukFgW7hjikSkClAb2BTjewFQ1RHACDAznyslaWYmNG1aqbda4iQry3hqn37qtiSVxrPVzgcOwAMPwG23eTI7zBdV0J06wYMPwqpVkJvrtjRRccJjmA80EZHGIlINE0wuW800HegdeH4DMFdVNbC9eyBrqTHQBPjCAZl8iaetJoARI8x6qyW5fPKJqXRescJtSSqFLzLCOnUybTH+9z+3JYmJuD0GVT0gIvcBs4BMYLSqfisijwEFqjodeBkYKyLLgc0Y5UHguDeBJcAB4F5VPRivTH7EF1bTsce6LUF6Mm2a52JrofgiI6xJEygu9kybc0diDKr6nqqeqqonq2p+YNv/BZQCqrpHVbup6imq2kZVV4a8Nz/wvl+pqveaiiQJX1hNAC++aIb4eADPe2hgUiSnTTMxnlq13JamUng+IyxIUCmUlLgrRwx4Jvic7vjCagLYscOMPCwsdFuScvFFpTPA4sVmXdsjKdrh8HxGWJC1a02LmAkT3JYkKlYxeATfWE0eaarnGw9t9WrTNDIFB1LFiuczwoLUr++Z+SSiHqrGC9K6dWstSLMgZtkYAxiryZM3SNOmcOKJ8MEHbksSkYxHM1AOvzcEoWRI6i8FlELVFrWlCn37Go+huNjEfZKMiHypqq2jHWc9Bo/gG6sJjNfw0UewZYvbkkTEFx5acN62VQqpQ6dOpgp93jy3JSkXqxg8hG+qoG+4AW680dwgKYov1rVHjoRGjYx16iM8nRTQoYMpsE3x5aTU7yRn8R+tW8P41L6Zg0o3b04eq7etplHtRuR3yPeWMp42zVSb163rtiSO4fm07Ro14LHH4JRT3JakXGyMwaOMXzze2z9aYIp9Gjd2Za3V92zbZloxDBjg6a62ZckdnkvhtsMz2nJq57Bq4KrkC+QxbIzBx/gilXLOHBOEnjvXbUn8yYwZJsbg4TTVcPgmbXvFipRuD2MVgwfxRSrlBReYgqsUX2v1LFOnmkrz885zWxJH8UVSAJjspLvvdluKiFjF4EF8YTXVqAFXXmkUQwpVgno6sBnKbbfB0097bnJYNHyRFADGk1uyBJYtc1uSsFjF4EF8YzV16gTr15s5xCmAL5boglxxBfTuHf04j+GbtO3gEl+Kesw2+OxBfFPstmWLWe74/e9h6FC3pfFPYPPddyEnx8wbtqQuZ55pUleTGGuwwWcf4xur6eijTZB08GC3JQF8skRXUgJ33WVSIi2pTefOMH++GTecYtg6Bo/i2aExZbn0UrclOESj2o3CegyeWqL74guzPNe5s9uSWKJx771w331Qp47bkhyG9Rgs7qIKzz4Lr7/utiT+CGxOnQpVqsBVV7ktSVLwdLJA3bqQne22FGGxisHiLiLwxhtmwpjL+GKJbupUaNfOLNP5HF8kC3zyifGaf/7ZbUlKEZdiEJFjRGS2iCwL/HvY1SgiZ4jIZyLyrYgsEpGbQvaNEZEfROTrwOOMeORJVzxtNYEZ3PPFF6Zfvct4uh/V2rVmzkWaLCP5op5HxBR7vvee25KUIl6PYTAwR1WbAHMCr8uyC7hVVZsDHYHhIhK6qPagqp4ReHwdpzxphy+spuuvN/9OnequHF7nxBNNwzwfpqmGwxfJAuedZ1qXpNi1H69i6AS8Gnj+KnCYqaKqS1V1WeD5j8AGoF6c57UE8IXVdNpp5jFliiun97zHFUqtWp4d4VlRfFHPk5lpahreew/27nVbmkPEqxiOU9V1gefrgePKO1hE2gDVgBUhm/MDS0zDRMR2U6sgvrCawLThzsyEgweTelpfeFxglpDOOQf++1+3JUkavkgWAOMxb99ulpRShKiKQUQ+EJFvwjxKdedSUykXsVpOROoDY4HbVDXYA+Eh4DTgHOAYYFA57+8rIgUiUlDss/7y8eALqwngkUfg/feT3sLBFx4XmDnaBQUpm+WSCHyRLABmRsPll0PVqm5Lcoi4Kp9F5HugnaquC/zwf6iqvwpz3FHAh8ATqjo5wme1Ax5Q1WuinTfdK59D8U0VdJCdO001aJLwzQjPiy82hVKLFrktiSWFSVbl83QgGOnqDRzW+ENEqgFvA6+VVQoBZYKICCY+8U2c8qQdvrGaAP72Nzj+eKMckoQvPK6ffjJtFbp0cVsSSzxs2WKKE1OAeBXDUOAyEVkGXBp4jYi0FpFRgWNuBC4G+oRJSx0vIouBxUBd4PE45UlLPJ1iGcrpp8OOHaZNRpLwxTr19OmmUNAqBu+ydy/k5kJ+alx3cSkGVd2kqh1UtYmqXqqqmwPbC1T1zsDzcapaNSQl9VBaqqq2V9WWqtpCVXuq6o74v5LFs1x4oUnde+utpJ3SFx5Xw4bQp0/aN83zdHZZ9epwySUmMy8F2tDb7qqW1OLuu017jA0bzLxiiyUGfBFrGzcOevWC//wnYQOWbHfVNMXTVhNA165mOen9992WxBt8/33KrEu7iS+yy665xmQmJdFjjoRVDD7CFzn5l1wCw4aZnHxLdAYNgnPPNTGGNMYX9Tx16pi+SW+95fr/p1UMPsIXVlPVqjBwIJxwQkJP43nPCkzjtZkzTYGUiNvSuIovsssAnnwSZs1y/f/TKgYf4QurCUyGxvjxpmArAfjCswIzqW3vXujWzW1JXMcX2WUArVrBqae6LYVVDH7CN1YTwD33wD/+kZCP9oVnBTBpkvGsEhSo9BK+yC4L8tFHMGCAq8tJVjH4CN9YTdWrw3XXmUHp+/c7/vG+8Kx27zZLDl27Qoa9jcFH9TzffWeKPb9xr97XXlE+wldWU9eusHkzzJvn+Ef7wrOqWROWLoUHH3RbEovTdOlilP3Eia6JYBWDz/CN1XTFFaZ99JtvOv7RvvGsGjQwxW2Ww/B0csGxx0L79kYxuLScZBWDJTWpWdP0qf/+e8dvDs97Vjt2mCltadRiuyL4Irngxhth+XL42p3ZZbby2eeMXzyevDl5rN62mka1G5HfId87P4C7d9vq53C8+SbcdBN8+CH8+tduS5Ny5A7PpXBb4WHbc2rnsGrgquQLVBk2bTItYoYPN96zQ8Ra+VzFsTNaUo6ybQKClhPgDeUQVAoHDyZ9TkNKM2EC1K9vfjgsh+GL5ILsbBOEdgm7lORjfJGWOWoU5OTAnj1xf5Sn152DbNtmxkDedJNVlhHwRXJBkH37zP95krGKwcf4wnJq1AjWrjUVvnHgi3VnMJPa9u6F7t3dliRl8U1ywb59xih6PPnTCKxi8DG+sJzat4e6dc3ySRz4wnsCyMqCq66CNm3cliRl8XxyQZBq1eDss01MKcmtuK1i8DG+sJyqVDE1De+8E9dkN194T2CyVf71L9d76aQ6vknbvukmWL0aPvssqaeNSzGIyDEiMltElgX+PTrCcQdDprdND9neWEQ+F5HlIjIxMAbU4hC+sZy6d4ddu0xvoEriC+9pxQrzd7CkD507mySM8cld8ozXYxgMzFHVJsCcwOtw7A6Z3nZdyPangGGqegqwBbgjTnksZfCF5XTRRZCXB2ecEf3YCPjCe+rTx7Qlt1QITycdHHmkqed5882EtIeJRLyKoRPwauD5q0DnWN8oIgK0ByZX5v2WNCIz0wTgfvWrSn+E572nNWvg00/h2mvdlsRT+CLpYPBgmDo1qVlocRW4ichWVa0TeC7AluDrMscdAL4GDgBDVXWqiNQF/hvwFhCRhsAMVW0R7by2wK1yeLrYTfWXvknt27srixs88wz84Q+wbBmccorb0ngGXxS7OYhjBW4i8gFwfJhdpdI5VFVFJJKWyVHVtSJyEjBXRBYDFUrOFZG+QF+ARo08tC6cIni+2E3EDPCpVcvMxE0nVOG116BtW6sUKohvkg6WLYPnn4f8fLO8lGCiLiWp6qWq2iLMYxrwk4jUBwj8uyHCZ6wN/LsS+BA4E9gE1BGRoHJqAKwtR44RqtpaVVvXq1evAl/RAj5J1+zZ02RnrFgR81s8vb4c5NtvTQvmW291WxLP4YukA4ANG4xiePvtpJwu3hjDdKB34HlvYFrZA0TkaBGpHnheF7gAWKJmDWsecEN577c4gy8sp5tvNp5DjBkavlhfBmjeHL780nx/S4XwRdIBwPnnQ25u0rKT4lUMQ4HLRGQZcGngNSLSWkRGBY5pChSIyEKMIhiqqksC+wYBvxOR5UA28HKc8lgi4AvLqWFDaNcOxo6NqeOqL7wkMMrwrLPMsHhLhfB80kEQEbjlFiguNhXRiT6d7a6aHpSNMYCxnDx3k4weDQ89ZOZBR5lFkPFoBsrh17cglAxJbiVppZk921R9P/WUqQC3pC/790PVqnF9RKzBZ1v5nCb4xnLq2dP0TophQI0vvKRRo8yI06OOclsSX+DpmFOcSqEi2LbbaUSPlj28pwjKUi1QHH/woFlOqhL5Es7vkB/WS/LM+vLWrUYp3HXXL9/bUmk8n5mXRKzHkKZ42nIqLITGjaOO/fS8lzRpkumkarORHME3MackYGMMaYjn4w0lJSafv3FjmDPHbWkSR9u2sH27SVW1TfPixhcxpzixMQZLRDxvOWVkwG23wdy5sHLlYbs97Q0F2b/fKIbf/c4qBYfwRcwpSVjFkIb4oqahTx/zgzlmTKnNvqldqFrVzPu9w/aVdArf1DQkAasY0hBfWE4NG5oh6a+8YgLRATzvDQHs3m28oSQPZ/E7no85JRGblZSGeD5bJ8if/mQyd0KWWnzhDU2ebALOH39sWo5bHMMXmXlJwHoMaYhvLKfzzzdjLjN+uYx94Q2NHGmC6xde6LYkvsYXsagEYT2GNMU3ltNPP8Gzz8J990HDht73hv73P/jkE1PpbIPOCcPWNJSP9Rgs3racdu82swr++U/AB97QyJGmaK937+jHWiqNL2JRCcR6DGmO5y2n3Fy49lrGz/sbecPGsvrnNd4bQhSkpARmzIAuXeC449yWxtf4IhaVQKzHkOb4wXIaf2NT+rbbTuHPq72dopqRAV9/DX//u9uS+B5fxKISiFUMaY4fLKe84jfYVaaVkNeUG6pw4IDpiWQHUSUcW9NQPlYxpDl+sJxWb1sTYbt3lBvvv29afHz7rduSpAWej0UlGKsY0hw/WE5+UG4895xpg2FnOieNHi17sGrgKkqGlJDfIZ+8OXneTMBIAHEpBhE5RkRmi8iywL9HhznmEhH5OuSxR0Q6B/aNEZEfQvadEY88lorjB8vJ88pt6VITdO7XD6pXd1uatMM3bVQcJK7uqiLyNLBZVYeKyGDgaFUdVM7xxwDLgQaquktExgDvqurkipzXdldNHOMXjydvTh6rt632VHbP+MXjyXt/MKu3F9FIjyT/hhc9ITdgajBGjoTVq202kgvkDs+lcFvhYdtzauewauCq5AuUQJLVXbUT8Grg+atA5yjH3wDMUNVdUY6zuIDXLKfQ+ou8OXnkXz6UkmW3sOpZpUeDq9wWLzaKi+Hll6FHD6sUXMIPCRhOE69iOE5V1wWerweiXdndgTfKbMsXkUUiMkxEIvrRItJXRApEpKC4uDgOkS2R8FLqakQldnML2LEDXnzRbRFjo25dmDIF8lLvb5wu+CJG5TBRl5JE5APg+DC78oBXVbVOyLFbVPWwOENgX31gEXCCqu4P2bYeqAaMAFao6mPRhLZLSYnBS4NMynX/ZzWFr76CVaugZs3kC2fxFJ4fXFUBHFtKUtVLVbVFmMc04KfAj3vwR35DOR91I/B2UCkEPnudGvYCrwBtosljSRxespzKdf8HDYKdO2HBgiRLVUGeeQYGDzY1DBbX8EMChtPEu5Q0HQg2dekNTCvn2Jsps4wUolQEE5/4Jk55LHHgpeyecpXYr38Na9ea7qupys8/wxNPwPff22Z5KUBo6mow4OzZ/mEOEK9iGApcJiLLgEsDrxGR1iIyKniQiOQCDYGPyrx/vIgsBhYDdYHH45THEgdlLafsmtnUrFKTXlN6pdzNUa4SE4HatY0l/sMPLkkYhRdfNLMkbGwh5fBaEkYiiCtd1S1sjCHxpOq6a2g67TE1jwFg8+7N4VNrBwyAN96AFSvgyCNdkjgMW7aYQrY2bUz9giWl8HP6arLSVS0+JRUzlMpacpt2b2L3gd2M7TKWVQNXHa6wbrnFpIMOH+6OwJF44gmjHIYOdVsSSxhSMX012a3xrWKwhCUVb44KK6tzz4XOnU2Qd+PGJEgYI336GGXVqpXbkljCkGpJGG4sbVnFYAlLqt0cUEll9fjjJkMplazz5s2hf3+3pbBEIFz8ShAKtxW6Emtzw3u3isESllS7OaCSyqp5czMN7Z13YN++BEkWI/Pnw003mXGklpQlNAkDzHUfrO9xIxDthvduFYMlLKl0cwTXVwu3FSKUTu2MKZ322WdNTUO1auUfl0hKSuB3v4MPP4SsrKiHW9wlmL6aUzvnsKLPZMfa3PDerWKwRCQVbo7Q9VUARQ8ph5gLkerUMT/Gu3ebimg3+Oc/4dNP4cknUytDylIubsba4jaI4sDOfLZExc2bI9z6qqKVSx28806YNcsUlWVnOydkNAoL4Q9/gMsug9tuS955LXHTqHajsKmriY61lU0XDxpEwWs/0V2PrcdgiYqbgWhHldLgwbBtGzz4YJxSVeK8YFpr2ypnT+FWrC2aQZToWiKrGCxRcePmCLrR4Zr6QSWVUsuW8MAD8MorMGlSnBJWgOefNx1Uc3KSd06LI7gVa3M7XdwqBktUkn1zlI0rlCWu9dVHH4W2beGOO2DZsjikjIE1a0wmVN26ZhnJ4kmSGWtLiEFUCaxisMREMm+OcG50kLg7X1arBhMnwnnnQZUEhti2boUOHUz1tcUXRLLWnfKcE2oQVRCrGCwVItE3R3nnEMSZ9dVGjUwQunFjOHDA+bbXBw/CzTebeRADBzr72RbXKM9ad8JzTqhBVEGsYrBUiETeHEl3o/ftg65d4eGHnVUOgwfDzJnwwgtw4YXOfa7FVcLF2kKprOccmpYaDscMogpgFYOlQiTy5ki6G12lipmz/MQTJvbgBEOHwl/+AvfcA3fd5cxnWlKCsrG2cFTUc4523YM7bWhsHYOlQgStlrw5eREv5uDNES3XOrSFdoZkcFAPhj0uYXnbGRnw0ktmOenRR83rP/0pvpTSTp1MfCE/9YYbWeKnR8se9GjZo1wLP+g5B48PR/DaL08hgHuDsuKaxyAi3YBHgKZAG1UNOyRBRDoCzwGZwChVDQ70aQxMALKBL4Feqhq1oY2dx5AalHdzAOUW5ISb9xDpMxI+b/rgQbj9dnjtNbj/fvjb3yr2/o0b4e23TQGdrVNIC2K9fuO59hNhEMU6jyFexdAUKAH+CTwQTjGISCawFLgMKALmAzer6hIReROYoqoTROQlYKGqvhjtvFYxpAaxXuDwi5LIrmkqjjft3hTTOZI2HKWkxCiEc881GUu7d0ONGuX/0B88aIrW/vhH2L7dtLw499zEy2pJCWK1+itz7Sfquk/KoB5V/U5Vv49yWBtguaquDHgDE4BOgTnP7YHJgeNexcx9tniEWNZcgwQDypt2b4pZKSTVjc7IMBlE551nXj/wgOnM+vTTZn50qAG1dy889RS0bg39+sEZZ8DChVYppBmhKdzlUdFrPxXmrCcj+HwisCbkdVFgWzawVVUPlNlu8RCx3hyxkimZCJL09LzDuPBCOPpoGDQIGjSAzEy48kqzr1o1M2inpARefx3mzIFmzdyR0+I60RIyKoLr132AqMFnEfkAOD7MrjxVnea8SBHl6Av0BWjUyL1hMZbw5HfIj3lZKRKpMFP6EDffbB5Ll8K775pRnMHrTsRst11SLcSWkBGNlLr2iUExqOqlcZ5jLdAw5HWDwLZNQB0RqRLwGoLbI8kxAhgBJsYQp0wWhyl7c4S2zYiFZHSMrBSnnmrmKJTFKgVLCMFspYrE3YKk4rWfjKWk+UATEWksItWA7sB0NVHvecANgeN6A0nzQCzOE1xW0iHK2C5jS/VWikRW1SzGdRmX9AIeiyURhOsrFolUvvbjUgwicr2IFAHnAf8SkVmB7SeIyHsAAW/gPmAW8B3wpqp+G/iIQcDvRGQ5JubwcjzyWFKHcEpCELJrZpNdMzs14ggWSwLww7UfV7qqW9h0VYvFYqk4SUlXtVgsFov/sIrBYrFYLKWwisFisVgspbCKwWKxWCylsIrBYrFYLKXwZFaSiBQDlSsxhLrARgfF8QL2O6cH9jv7n3i/b46q1ot2kCcVQzyISEEs6Vp+wn7n9MB+Z/+TrO9rl5IsFovFUgqrGCwWi8VSinRUDCPcFsAF7HdOD+x39j9J+b5pF2OwWCwWS/mko8dgsVgslnJIK8UgIh1F5HsRWS4ig92WJ5GISEMRmSciS0TkWxEZ4LZMyUJEMkVkgYi867YsyUBE6ojIZBH5n4h8JyLnuS1TohGR3wau629E5A0RqeG2TE4jIqNFZIOIfBOy7RgRmS0iywL/Hp2Ic6eNYhCRTOAF4EqgGXCziPh5HuMB4Peq2gxoC9zr8+8bygBMi/d04TlgpqqeBrTC599dRE4E+gOtVbUFkImZ8+I3xgAdy2wbDMxR1SbAnMBrx0kbxQC0AZar6kpV3QdMADq5LFPCUNV1qvpV4Pl2zI+F72dqi0gD4GpglNuyJAMRqQ1cTGCWiaruU9Wt7kqVFKoANUWkCpAF/OiyPI6jqh8Dm8ts7gS8Gnj+KtA5EedOJ8VwIrAm5HURafBDCSAiucCZwOfuSpIUhgN/AErcFiRJNAaKgVcCy2ejROQIt4VKJKq6FvgLsBpYB2xT1ffdlSppHKeq6wLP1wPHJeIk6aQY0hIRqQW8BQxU1Z/dlieRiMg1wAZV/dJtWZJIFeAs4EVVPRPYSYKWF1KFwLp6J4xSPAE4QkR6uitV8gmMR05IWmk6KYa1QMOQ1w0C23yLiFTFKIXxqjrFbXmSwAXAdSKyCrNU2F5ExrkrUsIpAopUNegNTsYoCj9zKfCDqhar6n5gCnC+yzIli59EpD5A4N8NiThJOimG+UATEWksItUwwarpLsuUMEREMOvO36nqs27LkwxU9SFVbaCquZj/37mq6mtLUlXXA2tE5FeBTR2AJS6KlAxWA21FJCtwnXfA5wH3EKYDvQPPewPTEnGSKon40FREVQ+IyH3ALEwWw2hV/dZlsRLJBUAvYLGIfB3Y9kdVfc9FmSyJ4X5gfMDgWQnc5rI8CUVVPxeRycBXmOy7BfiwAlpE3gDaAXVFpAgYAgwF3hSROzAdpm9MyLlt5bPFYrFYQkmnpSSLxWKxxIBVDBaLxWIphVUMFovFYimFVQwWi8ViKYVVDBaLxWIphVUMFovFYimFVQwWi8ViKYVVDBaLxWIpxf8De9ypP7hTn5IAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 图例\n",
    "x=np.linspace(0,10,100)\n",
    "plt.plot(x,np.sin(x),'--',color='red',label='sin(x)')\n",
    "plt.plot(x,np.cos(x),'o',color='green',label='cos(x)')\n",
    "#图例位置\n",
    "plt.legend(loc=1)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x11ba6a2e8>]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x=np.linspace(0,10,20)\n",
    "plt.plot(x,np.sin(x),'-*',color='orange',markersize=16,linewidth=4,markeredgecolor='gray')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2, 8)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x=np.linspace(0,10,20)\n",
    "plt.plot(x,np.sin(x),'-*',color='orange',markersize=16,linewidth=4,markeredgecolor='gray')\n",
    "plt.ylim(-2,2)\n",
    "plt.xlim(2,8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.colorbar.Colorbar at 0x11bc77cf8>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#plt.style.use('classic')\n",
    "x=np.random.randn(100)\n",
    "y=np.random.randn(100)\n",
    "colors = np.random.rand(100)\n",
    "sizes = 1000* np.random.rand(100)\n",
    "plt.scatter(x,y,c=colors,s=sizes,alpha=0.4)\n",
    "plt.colorbar()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 三、pandas自带绘画"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> 线性图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "df2=pd.DataFrame(np.random.rand(100,4).cumsum(0),columns=['A','B','C','D'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x11bcc7d30>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df2.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x11bd9dd30>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df2.A.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>A</th>\n",
       "      <th>B</th>\n",
       "      <th>C</th>\n",
       "      <th>D</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>one</th>\n",
       "      <td>35</td>\n",
       "      <td>10</td>\n",
       "      <td>45</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>two</th>\n",
       "      <td>71</td>\n",
       "      <td>50</td>\n",
       "      <td>63</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>three</th>\n",
       "      <td>83</td>\n",
       "      <td>62</td>\n",
       "      <td>111</td>\n",
       "      <td>81</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        A   B    C   D\n",
       "one    35  10   45  14\n",
       "two    71  50   63  36\n",
       "three  83  62  111  81"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df3=pd.DataFrame(np.random.randint(10,50,(3,4)).cumsum(0),columns=['A','B','C','D'],index=['one','two','three'])\n",
    "df3"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> 柱状图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x11be48b00>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "df3.plot.bar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x11bf3b0b8>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#和上方等价\n",
    "df3.plot(kind='bar')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x11c014a58>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#累加\n",
    "df3.plot(kind='bar',stacked=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x11c10a3c8>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df3.A.plot.bar()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> 直方图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<matplotlib.axes._subplots.AxesSubplot object at 0x11c1ca9b0>]],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 360x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df4=pd.DataFrame(np.random.randn(100,4),columns=['A','B','C','D'])\n",
    "df4.hist(column='A',figsize=(5,4))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x11c273908>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df4.plot(kind='kde')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "N = 5\n",
    "menMeans = (20, 35, 30, 35, 27)\n",
    "womenMeans = (25, 32, 34, 20, 25)\n",
    "menStd = (2, 3, 4, 1, 2)\n",
    "womenStd = (3, 5, 2, 3, 3)\n",
    "ind = np.arange(N)    # the x locations for the groups\n",
    "width = 0.35       # the width of the bars: can also be len(x) sequence\n",
    "\n",
    "p1 = plt.bar(ind, menMeans, width, yerr=menStd)\n",
    "p2 = plt.bar(ind, womenMeans, width,\n",
    "             bottom=menMeans, yerr=womenStd)\n",
    "\n",
    "plt.ylabel('Scores')\n",
    "plt.title('Scores by group and gender')\n",
    "plt.xticks(ind, ('G1', 'G2', 'G3', 'G4', 'G5'))\n",
    "plt.yticks(np.arange(0, 81, 10))\n",
    "plt.legend((p1[0], p2[0]), ('Men', 'Women'))\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXwAAAEHCAYAAACtAv3IAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzt3Xd4m9XZP/Dv0bYs7xXHdmJn74QQEsIOBBJGmwJh/OBl9wXKbml5A20plD1aCpSOAKWUWVoChLBCIBBWhrN37NhJvPe2JUvW+f3xDD2alqwt3Z/r8oX16JF05IfcOrrPOfdhnHMQQghJfKpoN4AQQkhkUMAnhJAkQQGfEEKSBAV8QghJEhTwCSEkSVDAJ4SQJEEBnxBCkgQFfEIISRIU8AkhJEloot0ApdzcXF5aWhrtZhBCSFzZunVrK+c8b7jzYirgl5aWory8PNrNIISQuMIYO+rPeZTSIYSQJEEBnxBCkgQFfEIISRIxlcMnhBB/Wa1W1NbWwmw2R7spEWMwGFBcXAytVjuix1PAJ4TEpdraWqSlpaG0tBSMsWg3J+w452hra0NtbS3KyspG9ByU0iGExCWz2YycnJykCPYAwBhDTk5OUN9oEjrgc85hG7JHuxmEkDBJlmAvCfb9JnTAv/+DvZjw609A2zgSQkgCB/whO8drG4W1CF0D1ii3hhCSiBhjuPvuu+XbTz/9NB544IHoNWgYCRnwu81W3PH2dvn294fbYLENRbFFhJBEpNfrsWrVKrS2tka7KX5JuFk6L31ThYc/2u907JY3tuH8mYV44cq5UWoVISScHvxwL/bVd4f0OaeNTsfvfjTd5zkajQY33ngjnnnmGTzyyCNO9x05cgTXX389WltbkZeXh1deeQVjxozBtddei/T0dJSXl6OxsRFPPvkkli9fDgB46qmn8M4778BiseDCCy/Egw8+GNL3lFA9/H313W7BXvLR7oYIt4YQkgxuvfVWvPHGG+jq6nI6fvvtt+Oaa67Brl27cOWVV+KOO+6Q72toaMC3336LNWvWYMWKFQCAtWvXoqKiAps3b8aOHTuwdetWbNiwIaRtTagefufAYLSbQAiJguF64uGUnp6Oq6++Gs899xxSUlLk4z/88ANWrVoFALjqqqtwzz33yPf95Cc/gUqlwrRp09DU1ARACPhr167FcccdBwDo7e1FRUUFTjvttJC1NaEC/sCg7zz9y99W44ZTRrZggRBCvLnrrrswd+5cXHfddX6dr9fr5d+lWYScc9x777246aabwtJGIMFSOv3DBPyH1uyDleblE0JCLDs7G5deeilefvll+dhJJ52Et99+GwDwxhtv4NRTT/X5HEuWLME//vEP9Pb2AgDq6urQ3Nwc0nYmWMC3AQAumFUIAMhO1SFN7/wlxmwVPhS+qWjBoI2CPyEkNO6++26n2TrPP/88XnnlFcyaNQuvvfYann32WZ+PP+ecc3DFFVdg4cKFmDlzJpYvX46enp6QtjGhUjpSD/+hZTNw1YljMb0oA5/tacTd/9kpn2O22nGgsR1XvbwZty4aj18tmRKt5hJC4pzUGweAgoIC9Pf3y7fHjh2LL7/80u0x//znP70+x5133ok777wz9A0VJVgPXwj4KTo1FozLgUmvwcXHF+OyeSXyOWbrEKpb+wAA9Z3JU2WPEEISKuAfbetDukEDvcb5bbX1OWbvWGxD6BZX3r63vQ5bj3ZEtI2EEBItCRXwd9Z04YTSbLcCQ8pVtmar3Wlw9+tDLRFrHyEktJKtTlaw7zehAn5H/yDy0vRuxy1Wx+Dsy99WOwV8k14dkbYRQkLLYDCgra0taYK+VA/fYDCM+DkSZtCWc47OfisyjTq3+5Q9/Pe21+GahWPl2ylaCviExKPi4mLU1taipSV5vqVLO16NVMIE/AHrEAaH7Mg0um/9lWPSu50rsdDUTELiklarHfHOT8kqYVI6bb3CwGyWh4D/h0tm46nls+Tbx9r7UZItLIHuswzhsY/3o6a93+1xhBCSSBIm4B9pE6ZajslOdbsvK1WHSxRTMzdWtSNNr4VOrcLBpm78fUMVrvnH5oi1lRBCoiHsAZ8xtpQxdpAxVskYWxGu1zkizq0fl+ce8D0x6tRIM2jQ0CXMxa8SH08IIYkqrDl8xpgawAsAzgZQC2ALY2w153xfqF+rqrUPRp0a+R5m6XiSn66HWsWwqbo91E0hhJCYFO4e/nwAlZzzKs75IIC3ASwLxwtVt/ahLDfV5ya/Bq3j7Y7LNWHKqLRwNIUQQmJSuAN+EYAaxe1a8ZiMMXYjY6ycMVY+0ulVzT1mfHWwBSVZRp/nff7z01GUKQzWjs5MwZTCdKf7+wdtOOeZr/HC+koM2ux4f3tdUHN8m7vN6DHTfrqEkNgQ9UFbzvlKzvk8zvm8vLy8ET3HlmqhPEKOyX0OvlJJthELyrIBAAXpeozLdc73v/RNNQ419eKpzw7i+S8rcNe/d+CzvU0jahMAzH/0C5zyxPoRP54QQkIp3PPw6wCUKG4Xi8dC6vxZhVCr5uL4sdnDnrvivCkYlWHA6ZPy0NJrcbrvxQ1V8u9SYbWbX9+KI4+fH3CbVry7CwDQNWAF59xnqokQQiIh3D38LQAmMsbKGGM6AJcDWB2OF1o6o9BjWQVX+WkG3LN0CjRqFQrSDDhlQi6evXwOAKDHYpPPe3dbbVDteXuLI5PVPWDzcSYhhERGWAM+59wG4DYAnwHYD+AdzvnecL5mIFQqhtd/ugDL5jiGFZbNGR3083a75O3ruwYAAIM2O97afAx2e3LU/iCExJaw5/A55x9zzidxzsdzzh8J9+sFa5rLQC7gXIvHH609zqmiFvH2374+jHtX7cbqnfUjbyAhhIxQ1AdtY4U0ZTM/3T0tFOjAa03HgNPtv319GO+U16CpWxgX6BqgmTuEkMijgC9ae9fpePX6+UjVCePYE/NNuPG0cQAcPXR/cM7lMg0vXDEXAPD94Tbc899dkBI5NH5LCIkGCviiMTlGnD4pD0Yx4GekaDEhzxTw8yirb04tdF7YdaChG4BjI3VCCIkkCvguVGLvW6Nmw87r96RXnOlzxYIxKHOZ57/tWCcAoKOfUjqEkMijgO9iSFxZq1WrPNbWH06fGPCPH5Plde59Z/+gx+OEEBJOFPBdLCjLwaXzivHYRTORbnAE/Je+qcLu2q5hH99nEdI1qXrPa9rSDBp0Ug+fEBIFCbPjVajoNCo8uXy2fDtNr0GPxYaHP9oPtYrh8KPn+Xx836DQw08V98qdkG9CZXOvfP+UUWnooB4+ISQKqIc/jCsWjJF/H/JjwZRULE3q4a+5/RSs/+UZAIBnL5+DTKOOeviEkKigHv4w1CrnPLxtyA6N2vvn5NajHVCrGMaLM3wMWjXKclPlejzfVbZiVy318AkhkUc9/GEsmpLvdPuHqjaf59d1DKAoMwUZKZ4HfLOMOnT0W4Mqu0wIISNBAX8YJ5Rmo+KRc+XbGpXvP1m32Yb0FO9fnDKNOgza7DBb7V7PIYSQcKCA7wetIoUzOOQ7UHcPWJ1m97iSpnrSwC0hJNIo4PtJ2iylz+K71HG32XfAz6KATwiJEgr4fvrXDfMBAL1m3wG/a8A6bEoHAM3UIYREHAV8P5nEaZa9Pnr4A4NDaO6xoCjT+966WRTwCSFRQgHfT9K8el8pnSNtfeAcGJeX6vUcKaXzx88PhraBhBAyDAr4ftKqVdBrVD57+O19Ql7e11aL0n1aH3P5CSEkHCjqBMCk1/gM+NLGJt7m4AMAYwxLp4+CnebhE0IijAJ+AEwG7wH/0z0NeGvzMQC+Az4gpIekImuEEBIpVFohAKk6jdcc/s2vb5N/Tx8m4Jv0ap/fFAghJByohx8Ak0GDnmGmZapVDKk6tc9zhB6+jcorEEIiigJ+AHJNOrT2uu9vO6jY1jAjRet14xOJyaCBzc6pvAIhJKIo4AcgP82Apm73gN854Fg1K83U8SUnVZiL39bn/+bohBASLAr4ARiVYUCvxeaWf+8KcBFVrkmYmtna6/7h8PHuBny6p3HkjSSEEC8o4AegIF0I1E3dZqfjnQOBBXxpLn6zy/MAwC1vbMPNr28dYQsJIcQ7mqUTgIJ0AwAh4EsbnADOZRKWTC8Y9nlcyyv84p0d+K6yFaMyUkLZ3Lhit3PYOfe4uYx1yA7bEEfKMIPhhBDfqIcfAGXAV6rt6Jd/f/qS2RhOhlheQVqotWpbHZq6LdhZ0xmqpsadm17figm//sTjfTe8Wo6p93+K6tY+VDT1RLhlhCSOoAI+Y+wSxthexpidMTbP5b57GWOVjLGDjLElwTUzNjgCvvNg66GmHmQZtah+7Dyk+SiNLDHpNFAxR8AnwOf7mgDA41TVDYdaAAA//vO3OPuZDTBbadEaISMRbA9/D4CLAGxQHmSMTQNwOYDpAJYC+AtjLO6/j5v0GujUKjz+yQGngdvGLjOKslKGnY4pUakY0lO06BqwwuZlQ5VknaPf7WOdg7QGor5zIFLNISShBBXwOef7Oeeeyj4uA/A259zCOa8GUAlgfjCvFSukHa/+9tVhAEKvc/3BFmSnei+Y5kl+mh7fHW5Fh5cZPhbF3H7bkB2rttXCbk/8D4E2D+scXDV0uQ92E0KGF64cfhGAGsXtWvGYG8bYjYyxcsZYeUtLS5iaE3pWux1tvRbsqu0C4Jhb76+rFpaiqqXP66bob246JvfyV35ThV+8sxMf7qp3Oqexy4w1Lsfi3TWvbHZK2Vhs7ukbT4vfCCHDGzbgM8bWMcb2ePhZFooGcM5Xcs7ncc7n5eXlheIpI0KrUuFAo2MAMdcUWMA/oTQLAPDlfiF37TrY+/s1+7DlSAcAoLK5FwBgcVmZ+/9e3Ijb3tzuMSjGG6kcRU37AL462Cwfb/aw0M1sHcJQEnzbISTUhg34nPPFnPMZHn4+8PGwOgAlitvF4rGEoVWrUNXaJ9++5YwJAT1+lDgA/P4OoYc+qcDkds6RNuH5pdy1SuU8RlAtvr55MP5LNCgHu6VvTQDQqJgR9fPFkwAA/ymvxfj7PnaaHUUIGV64UjqrAVzOGNMzxsoATASwOUyvFVHnzyoEANg5x6aqNqhVDJ///DRkBZjScS2hnGbQwnXMt0nMVUsDuz1mz/n+gTiftcI5dwrsr208itIVH+FgYw8axb/BZ3edhhtOLQMAlB8VvvnUdtDgLSGBCHZa5oWMsVoACwF8xBj7DAA453sBvANgH4BPAdzKOY/vqCT602VzAAB1nQP4eHcDLp5bhIkFaQE/D2MMk8XHpek1GJNtxPbfno2nls+Sz9lYLeT3peyFt2mc8Rjw6zsHsK++GwCwXpHCOWl8jvyNZt3+JnnNw6h0Awwa5/9dlUXrCCHDC3aWznuc82LOuZ5zXsA5X6K47xHO+XjO+WTOuecVNXFIq1Yh16THoaYe2Dlw1tThV9Z689sLpgEAPv/F6VCrGDKNOhw/VsjtZ6Ro8f3hNnT2D8o1+LsHHFMWlVMTBwbjL+AveWYDznvuGwza7GjscuTpLzvBkQnUqVVo7DLDoFUhPUUDjVoFjSKtRXsKEBIYWmk7Aia9GofFgVQpFz8Sp0zMxZHHz8eoDMdzjMszYfOvz8JTy2eBc2EQU+rZd4spna1H2/HIR/vlx8RSD59zjkv//sOws4d6xGD9u9V70D8o/L5wXA7On1kon6PTqNDQbcaodIO8xsGgdSzn8JbiIoR4RgF/BFL1GvSJvepcHxuWj1R+mgFGnVDm6FBTDyrED5duMfBf/Ncf8NHuBvn8WFp52mOxYXN1O257c7tf57+1uUbOxb92w3ynWjp2ztHYZXb6QFT26j1tRtPSY4mpvwchsYQC/gik6hw154za8CwgTtEJl+bu/+yUj3V7G7SNoZSOP6WiXadU/vP7IwAgB/vVt50MQBiU3VnTiZlFGR6fx1PAP+GRdbjulS2BNJmQpEEBfwRS9Y4gr9eG50+YonUvZNol5vBd5/y39w/GzBRFf+oDeUpBGRWVMGcWZUCjYvhkdwNsdo7TJnlen+Gaw7eKs5m8LWYjJNlRwB+B/Q2OBVd6Tbh6+M7Pm2vS43BLL0pXfITW3kEUZhiw4VeLAACPf3IApzyxHodioJJktyLge6ts2S8GammKKwD8+Yrj5N8ZY5hRlIF6cUqmshT1q9c7KnS45vA7+offbYyQZEYBfwRsdsd0QLXKv4JpgUpxSRUtnprvNA3xptPGYUyOEYBjW8Wqlt6wtCUQys1gzn5mg8dzpPGPsxUznIw65280s4qFNM5pk/IwOtOxT8D00eny7649/Cte3DTCVgt6zFZ00ocGSWAU8EfgpWtOCPtrKAN+dqoOepc56NLc/1vOGC8f+2J/M6LNNaXzTnmN2znSDKf8dMeAd6pLwJc2h7lAMWsHcP67KHP4O2s65RIUAPDSN1WBNh0nPfYl5vz+84AfV9nci9vfSowSFySxUcAfgdEZI5+K6S9lSufdn53klveW5uvfs3SKfGx/Y3fY2zUc14D/8jfVbudsOdIOnVqFeWOz5WNGvfM3mjvOmogFZdlYMmOU03HltEyplHJ73yCWvfCd03mbq9sDbnvPCOb1W2xDuP+DPfhwZz02VQX+moREEm1xOAKZxsDKKIyETqPClFFpyDLqUJab6raqVBn41v3iNNzwajk6+qI/L71rwAqNiiFFq0aPxeaWV9/f0I2/b6jCuNxU6BTfWlx7+BPyTfj3TQvdnl+ZQpPGC/pcArVRp0ZJtjHo9+KPyb/5VP6dFoKRWEc9/BHQaSLzZ/vojlPx5v8uAOCow+/JhPw0LJ0xCi09lqhvnNI1YEWmUQu72A7XOfH3vbcbgKM3/TMxJeVaW8iXn50xHmW5qfK3iXe31cr3Pbl8Fow6dVCL0fytxOm6eQ2VbSaxjgJ+DFOrmLzCdLi6MXkmPQaH7D53jBrOn9Ydwh1v+bdgypM/f1mBNzcdQ3qKFkNywHdut0p8P09cPBMAcM+Sydj3+yUBbVD+f0un4LyZo9A1YMVTnx3An9ZVyPcdV5IJg1YNc4BrE5Qzirr93HqyxSXAe1oXQEgsoYA/Qu/fejLe/OmCiL3e1MJ0n/dLPWR/g5Unf1pXgdU7R7ahys6aTjy99pDcFgbxg2rIjtqOfiz+49fYWdOJXrMN50wrwJlThBk6jDG3GTr+yEjRYsjO8cL6w/KxO86aiIkFaTDq1OgPMOArZxR1+vk3bHTZeYtSOiTWUQ5/hOaUZEb09e48ayIWTy1Aa68F2R5KMaeLAb9rwOq0EcFIDNrsAaet7nzb8c1Ap1bh3zediP97dzf2N3TjXz8cRWVzL55eexBNPWbML8v28Uz+yTW5l7Q4Z5rwIZKiDS6lI0zNTPV5TlO3GRf+5XunY73Uwycxjnr4cUKjVmF2SSbOmlqA48Zkud0fih6+pLkn8D1jlYOpHMCs4kw8d7lQSvrfW4SpmZwL0y09BetAjfIwU0pKCxmCDPj+rBb+RFHLSEI9fBLrqIefIDIUPfxgjSRwKXesUot5+hwxsEttkqpipqcE/79dYYZjMda/bzwRWo1KXpGbqtfIdfT98V1lKwBgXG4qqlr7/PobevobUQ6fxDrq4SeIPLFqZ31X4L1zVw+u3hdw6eEZRY4xhjljhHRXpsvMGylIKj8cRqokyxHwjxuThbmKbz3pBo3XQnOeXPmSsEJ3tpimq+scfict1+A+uyTTbXooIbGGAn6CyEnVwaBV4aE1+7BV3AJwpH6oasMTnx4AAPynvAbr9jUN+5iBQTsKMwx4aNl03LV4IgD3PXj7LEKaJc0QfA9fo1bh8hNKcPPp493GGzJStPJK3eEop7FOGZWGsTlG7Krp8vEIQbfZhlyTHkcePx+Vj5yLbKOWUjok5lHATxCMMdx8ujCn/cNhZtpwzvFOeQ3aFNMKm11SID1mG76paMGv/rsLP/1X+bCvb7YOwaTX4KqFpR4Lyl00t0juOYci4APA4xfPwopzp7gdzzDq0GO2+TWfXrmLWHGWEXNKMrGzttPr+btru1C64iO8tfmYnKLSqFUwGbTYXdeF297cNoJ3QkhkUMBPIHctnoSy3NRhFwBtO9aJe/67C8c/vE7u4Z70+JdO5/RZbLjqZce+87Me+Mzncw5Yh3zOpR+X65j1Esgiq5GQnt+ftJRygPrEcdmYWpiOhi6z1976liOO8gnKqZ8mvfAhtmaX+2AuIbGCAn6CyUjRDjvoqFwheqy9Hy9/Ww2bS294nUshtm6zzevmJnY7x8HGHqea9hKp5o8UEAFgXK7J7bxQShNfy58US1O38OH4+g0LkGPSo0As6Ob6jUeiLPj24tXz5N9di9sREovo/9IEk2kcPn+tDIRVLX147gvHStXHL5qJMV7q0BzwUpytvX8QdZ0DWFCW43bfOzctROUj5zoN1AayqnYkpOf3tBNYdWufU7kHqYdfJA4C55kM4nHP35KkBWUAcPY0R3lnX6UvCFG69O8/4NGP9w9/YhhQwE8weo0Ku+u63FaBKikD/nX/3OL0jYADuO3MCR4fd9DLhibS7BRPHxRqFYNGrQpZ3t4f0jeNPpeAbxuyY9HTXznl2aUefr44yyk3TVjUJqXF3tx0DOsPCt92BgaHsKdeGNC9eG6x03NfMX9MqN8GSVCbq9uxckPg5btDgQJ+glk4Tuhl76nzPtPEV72dITvH4qkF8qpVperWPo+PkT5ATD6Cuq/7Qk0q1SANqkqkxVhfHHCkq5p7zDDpNUgV00DpBin/L6Sw7ntvt7xH7u1vbcdfvxJKOdx9ziSn555RlIGfnlIGg1YV9QJ2JHa5FtwDhH2gf/HvHfhsb2PYX58CfoL58ZwiAMDRdu973HoazJTy3lo1Q3aqDiuvnif32KUPEU9pjva+QXkaqDJP7yozJfwlpSVGLykdi1iAThmPm3sscu8ecJSo6DFb0eSy4nhDRYv8u6fSE4WZKTBb7SFZ/EYSk7Q7ndLs36/Fqu11Thv4hAsF/ASTZdQiTa9BjY+A39ozCKNOjb9fdbx8bNUtJ+G2RRNw4XGOVIU0jf43F0zFgrJsjwOZ93+wB/d/sBcA5F6yJ1KqJBKkTeZdUzqupZoBoKa936lMQ6pODRUTeviug77KaZ6eAr60MY4/C7cCYbdzbD8W3NoKEhtcFwQqPwCUu9eFCwX8BMMYQ0m2EVVe0i+AkMbIT9NjyfRR2HjvWXj1+vmYWJCGXy6Z7BTIpNLMeo0KeWl6tPa6907W7nUsynLdh1cpOwKbxkikDx7XbzLKUs2lKz7Cpqo27KvvxqxiRyE8xhjsHHj+y0r0W5w/IJwCvtr9n87EAmH20a7a4RduBeLlb6tx4V++x/eHW0P6vCTyBm3O6b4rXtwIALht0QT531s4US2dBDRtdDre216Hrn4rMozuc95beizITxN6o6MyDB4LkQGA9P8f596neypnp0zM9z7dUiMGyEWT8/x+HyOVn2aAQatCVYvzh55rD//RTw7AZude2+1rWqengD8+z4R0gwb76kO71eS+BuH56jpC+82BRJ7y3wvnHAcahYkQgZQCCQb18BPQSeNzMGTnaOvzPLWw12Lza9bM4qnCwG2GUYtMoxDwfQ1IupZScLXnwSVYqZi7Hi5qFUNZrglHXL7luG4yXt0i5EyLFHV5AOD6k8sASGWSPfP0XhljyDHp3bZ1DJVI9ABJeFkVAV9ZAuWUCbkRef2gAj5j7CnG2AHG2C7G2HuMsUzFffcyxioZYwcZY0uCbyrxlzRLxVuJYLN1yGlPXG/uWTIZ3684E/lpBnnDEWWvN9DZKCa9BloPPeNwSDNo3HrorikpabaSchUwABSK33hWrNod8Ou6roN4dl0Fbg9iFzHA8Xc+0NCNP6w96PPv3txj9jlDS+nTPY14Y9PRoNpGAmNV7Fwnpf6+uWcRzpk+KiKvH+y/vs8BzOCczwJwCMC9AMAYmwbgcgDTASwF8BfGWHhX2xCZt1kqErPVDr12+EuvUaswOlPo/XoqvxxMzflwc93X1jZkx02vbXU7jzEgP905peW6MEyjYvjcjwJyAJBl1Dn18J9Zd2jY2kbDkcL7S99WC2MLPnbzenjNflzw/Ldu3248ufn1rfj1e3uCahsJjDKlI6VxCr2kVMMhqIDPOV/LOZe6URsBSFM8lgF4m3Nu4ZxXA6gEMD+Y1yL+k1ea+ujh+xpg9cSkFwK+MtgoSwT/7X/mBtrMsFJuc/jM54ew+I9fezzvt+dPczvmun/wEOd4UqweOpxMoxYHGnvw968PO/XEvzrY7ONRgZEWut359nbc9uY2p9fZUSMUfttc3e7xsZ64prpI+FiHHNeqa8AKk14jj29FQihf6XoAn4i/FwGoUdxXKx5zwxi7kTFWzhgrb2lp8XQKCZAUzN/dWut2X2f/INr6Bv1K6SgZpamOijSJNAvm2cvnYOmMwpE2NyxStBoMDA7hSGsfnv2iAkfaPE9T9bQgzLXWPedAhZ9zpDNTdBiyczz2yQGnmVLXvrIF20Y4tdK17T3iNfhgRz3W7GrAHW/vkO8bmyOsnfA1S8vVA6v3jahdJHDKzkRztwXpEVyQCPgR8Blj6xhjezz8LFOc82sANgBvBNoAzvlKzvk8zvm8vLzwz+BIBlIP//0d9W753vveE/LSh7yUSfAmVV696ugNSjnw9BBsaBJqA1Yb6joH8D8vb5KPXblgDO44a6LTeZ6GQc+d6TmfWpbre59bQFgHIal3mY//+g+B58s/2FGHnTXO5ZrvW7XbKV334c56mK1D4JzLAaWxy/8ZPdKOXyT8Kpod/+5213XJC/0iZdiAzzlfzDmf4eHnAwBgjF0L4AIAV3JHdKkDnPbSLhaPkQhQThksu/djp/tq2oVAYA2w2Jdcn0bsXXb1W+XqmZGsk+OvbyqEIFarmMr40LIZqGpx7ql7yodPKkjDkcfPx87fnYPfXuBI+Zw7Y/iBtUzFBvPK8tIAsOVoO8qP+E61fFfZKgdzzjkeWiMU2Zo31rGj16bqdqdN4zNStJjy20/x8rfVMIsBP5Cdz6TUn3XIjntX7fYr/09G5k/rHIUKj7X3R7zoXrCzdJYCuAfAjznnyu+dqwFczhjTM8bKAEwAiCkhAAAe9ElEQVQEsNnTc5DQK8pMweKp+R7vk+rLBLo7k1ExLnDJ377H7N+vxcMfCamAUGxZGGrSZjCSi+cWQ6ViWDheKBPxrLjB+oJx2V6fIyNFiysXOIqiZafq8Ptl0/Hq9d6HozwVkJM2ba9pH8Dyv/3gdZbN4ZZeXPnSJtz/gTCQ+kNVG1p7Lfjdj6bhtRsWOJ27VhxEHp1hkAfS/1NeC4sYvBsC6OFL3wp21Xbhrc3HcCtt4hIx0tTnSAk2h/9nAGkAPmeM7WCM/Q0AOOd7AbwDYB+ATwHcyjmnkaEIUakY/nKlo2yCtELUbB3CMbHkwj1L3HeK8kVavdrZb8WWI0Iu+rC4sCkWe/i3LpqAG04pk28/cuEMAEJVy70PLsGyOUU48vj5mDIq3dtTAAAMWjWuEIO+XqvG1QtLcfok76nH0ya6z6e+YsEYXDDLMcZxzEvZC2nevzRe8MH2eqQZNPh/88cgRafGR3ec4vaYAsUMD8agSOmYYReve1e/Fd1mKz7f14SXvhGqNCpXIY/LE1JVUumMvfXdVAAuQn55zuSIvl5Q/1I5557r6Ar3PQLgkWCen4ycskSCxTYEo06D8iMdsA5x/PO6E3Caj6DliZSn/93qvW73RbISZiCKxQVV4/JS5UFqxpjPmj+eSLHPn2VPjDE8tGw6fvuB4+9UmmPEgQbH6lvltopKNnEGh0bFwDnHhooWnDIhV2779NEZOHVirpyuAuBU+A1wrCa2DnF09A8ix6TH7N+vdTrnp6eOw1cHhQkSozMM6BDruWxQPG//4FDAfyfim6cPUU81mcKJVtomMKlXKeWEpZW3xVmeNzjxJUWnllMTrky62AwMReIagtxUz+32l/QPVeXnStfLXWrj/2ROEc5X9PDNXqZBSvlclYqhpceChi4zFpQ5p5xcdxVTTq+tau1zyt13eNkI5/WNR7Gpug1pBg0WTytAm7ggTVmgzXWmEvFfS48FN71W7lZOXLoeM4syotEsABTwE5rUi5cG5frEYmC+yhj7In31dzVcSYVoOW1SHi6YVYifLQquCuEJpULQnTwqza/zlauJlx8vjB0sm1OEP146G4Dnqp2AY0BczZic9il1mRlkdPlwVb6W6/oBbyUefvP+HvxwuA25Jj3y0/Tosdiw7VgHDjT2yFs8PvZJdHZkSgQvrK/EZ3ubsP5AMwZtdlSIM+I2HBK+VT3wY/e1H5FCAT+BSakAKcC8t12Yly+VDw7UUsXy72mFQu4700Nxtlhh0Krx5yvmYtFkzwPY/rpobhG+X3GmvD9vIH6mKHk7MV/4wHCdvSORltpr1EyeR+86CCxNuZ1Tkok1t58i9/hTFT3/28Udyyqbe53SCMpZRodb+mDUqeUPlIv+8j0Ax05eH+yox2d7G/FtRavHTTuId9JCNovNjpUbDuPsZzZgT12XXAp5fJ5QrM/bVqLhRAE/gUlf96VBVum/rr1Ef5WI/4OeOC4bKvH/nFeuPSHIVsY+xphcYiJQeYocu8FDOYvO/kF8sb8JfRYbvhZ7gN9UtOKe/+6CSa9BaY5zD19KU6mYsMuWdE3mK1I/F4lBe+3eRtz8uqOcRHaqc4nqVL1G/uCWnDnF8eF402tb8T8vb8LKb6KzHV+8kr5Jd/QPyim2X7+/Ry6lYNJr8Oldp+L9W0+OeNtiM/lKQiI7Veh937tqN5q7HZUz1SNMwZw4LhvzS7Pxux9NR13HAG55cxsmFviX5khWaYr0mafVzTe8Wu5UNVFp8dR8t3SZlP+VUj7XnVyGaYXp6Oi3Yr04EDs224jZJZnoNtucntvikvJJ1akxLs+EyQVpONjUg5tOH4fpo93zy0dbvW+mQ9xJPfmVG6rkD+KdNZ3YWdMp7/E83OywcKEefgKbO8aRgnht45Ggny/NoMU7Ny/E1MJ0LJ5WgEMPnzvi8YBkkKJVO5U09lSwzjXYKz+MXVcFA46ZR9Lce7WK4aQJuXLpC0AYUynJSnHbTu/nZ0/Cy9c4ylMbxWv3ynUn4C9XzsWKpVOQolPj0QtnOj0uN02Hv319GI9+THl9fzQrtsZ0rWmk3EQnGuhfawJjjOFHs0fjw531cmngX7psvk3CY8f9Z7t9k9JrfI+d/Gj2aEzIM+GZdYcAOKeDJIUZQsBXFuECgDIx9fPMZcLAcK5Jj7Zex7e6mUUZKMpMQVFmCnJNerT2WuS8/+jMFKeUlesYT13HAN7fIWzeft95U32+h2TXNWB1Wt0NAGdMzkOqXoOPdjVgdkmml0dGBgX8BPf8/zsOJr0ab20WatmdPS0ydbeTXaaHLR2VUyh7zFa3vQGevmQW3th4TL7t6dtTik6N5ccXOy3kAoTZPAcfXip/qGSn6uRaRwDwf0sdC+1MejVaex0lr125Tr99f0dw5Z2TxR/XHsRzX1a6HT9lQi6uP7kMD/54OtRR3sSGUjpJQBk4fG1DSMJLp1Hh8hOEElMnPLIOtR1Cbnx8XipWnDsFeo0aOSbHB4W3Ha6evmQ2zvAw80j5DUI5QLvqlpNwimIFsFSO19OHEgAsHJfj9T247hNMBEN27jHYA8LguErFkGvSIys1cns7e0IBPwlIMwUeWjY9ZufMJwspJWO22lHRJJRQeOLiWXLtnwtmjcaKc6dg74PBbRKXowgsxS5bOEp5ZG9Tan39P/LF/tDV9U8krpVR7z7bkToNdO+JcKKAnwSWiPPnl0RoGzXinXJq5gc76qFTq+R52YAwCHvz6eODLmuQo0jL5LisNJYqpWZ56eH78vl+/3b+SjbSqlopuJ9Qlo1TxW9VrjuoRRPl8JPAj2ePxgUzC6l3HwOUeftP9zZifml2WL7mK1NDroPH0kK8HB+v+9+bF6Ktb9BtW8gaL4Xfkt2RNiHgv/m/C7B6Zz3mjc2CRvy7Rztvr0QBP0lQsI8NU10WOu2t92/D8UD5qh8klcYe5WMv1XmlnstGNwxTZ//rQy1o7BrAZSeM8XleomnqNkOtYphTkonjxOnQ0liJzR47K5UppUNIBJ04LhsXzXXs9tnnY0PyYKSneO/LSSmegvTANs8ek21Ea6/F51zya/6xGf/37u6AnjcRmK1293UXYiXMKE+9d0IBn5AIYozhrCmOTS8+CNPyesYY0g0aXL1wrNt9b/3vifjDJbP92td4ze2nyOUXslN14Ny/zXM+29uYVOmfAeuQW+mM+y+YhsvmlTiVq4g2SukQEmEWRXnkcC7E2fWA55k+Y3KMGJPjX+GuGUUZuHrhWKxYtRuzijOwo6YTvRab1zn8Ein3X/3YeV6nlyYSs3XI7QM0P92AJ5bPilKLPKMePiERdt7MQlw6rxjlv1kc7ab45bITSvDDvWdiQZkwP783gFr5LYrVvonMU8CPRRTwCYkwg1aNJ5fP9rqhTKxhjKEwI0Xe2azX4nnxVZ/FBsaEOehPXCzU46lqSY4N0aUcfqyjgE8I8Yu0d7GyZEOP2Yrnv6iAbciOA4094FyYiSRV3eweSI6VuWYPOfxYRDl8Qohf8sRvJA2dZnT2D2JwyI6/fnUYr3x3BGNyjNhYJVSGLMpKgVYt5O3NttiZkhhOA9ahuKgcG/stJITEhKLMFBi0Ktz33m7c954w9fL8mUIRt8/3NWHNrgYAwmweaTWvt+0cE43ZakeuiVI6hJAEoVIxmK3OPfYecYrmD4fb5GOZRq08gPn25mNIBjRoSwhJOEaXujBd4kbpbYrNVvQatRz8th3rlDfxTmRm6xBS4iCHH/stJITEjA9uPRnXnlQq33adhXOnuEuXQeMILR39iT9wSz18QkjCmViQhgd+PB3rfnE6AEdKR3LjaeMAOOrIAED/oP/z9uPVAAV8QkiiyvZSadM15QMABxt78NrGo+FuUtRwzmG22ingE0ISk7K0grR5C+C8S9c1Yh2fxz45gN++vwfdCbpblkWcehoP8/CDaiFj7CHG2C7G2A7G2FrG2GjxOGOMPccYqxTvnxua5hJCYoGyxv4l84o9nnPbmROdbm+pbg9rm6JFmnqaDCttn+Kcz+KczwGwBsD94vFzAUwUf24E8NcgX4cQEqNKsjwXYnNN79zwankkmhNx0lTVeEjpBLXwinPerbiZCkCq/LwMwL845xzARsZYJmOskHPeEMzrEUJixyd3ngqTXgOdxnO/UerxnjwhB99VtsVN7aBASYPSnsYvYk3QK20ZY48AuBpAF4BF4uEiADWK02rFY24BnzF2I4RvARgzJrl2ySEknil379rwq0XQapzLIKtUDN+vOBM5Jh1+8e+d2N/Q7foUCaFf3MTGqIv9wgXDpnQYY+sYY3s8/CwDAM75rznnJQDeAHBboA3gnK/knM/jnM/Ly8sL/B0QQqJuTI4RhRkpbsdHZ6ZAr1EjL02fsKWSHQE/AXr4nHN/i3a/AeBjAL8DUAegRHFfsXiMEJKE0gwa9Fls4Jwn3IYofXGU0gl2lo5yGH4ZgAPi76sBXC3O1jkRQBfl7wlJXia9BnYuLFBKNP2W+EnpBNvCxxljkwHYARwFcLN4/GMA5wGoBNAP4LogX4cQEsdSxdLBvWZbXATGQCTNoC3n/GIvxzmAW4N5bkJI4pA2T+mx2BA7W3qHhpTDT42DevixvzSMEBL3UsVe/X/Ka6PcktBLmhw+IYT4Y/KoNABAdWtvlFsSegODQ1AxQO9lPUIsif0WEkLiXkm2EVNGpcHOhz833vRZhmDUaeJi9hEFfEJIROSYdGhNwLn4/YO2uEjnABTwCSERUpJlxL76bnQl2IYo/YNDFPAJIUTpjMl5sNjsONbeH+2mhJTQw4/9GToABXxCSIRkpwrF07oGEqeHv+yF77Buf7PXDWFiDQV8QkhESJumVDQnxqbmtiE7dtZ0AnDMQop1FPAJIREhBfwHP9wHYW1mfFN+U7lJ3Ms31lHAJ4RERFaqY1vEtr7BKLYkNDr6hffw7OVzkJ9uiHJr/EMBnxASEXqNGo9dNBMA0GO2Rbk1wWvtFQJ+pjE+8vcABXxCSATlibte9STAhuZbqtvBGDBjdPrwJ8cICviEkIiRi6glQA//QGMPSnNSkRNHWzdSwCeEREyaQcjjJ0IPv6q1D6U5njdwj1UU8AkhEZObJuS7j7bF/+Kr1l4LCuJksFZCAZ8QEjH5aQZMzDdhc3V7tJsyIl8dbMafv6wAAHQPWJGeoh3mEbGFAj4hJKJKso1o6DLDbudRLaa2/kAzZj7wGfos/o8nXPvKFjy99hDM1iFYbHakG+KjpIKEAj4hJKJGZRjQ1G3G3zdUYd7D6/DC+sqotOPhj/ahx2xDbceAX+cfbnHU8pfaHA+7XClRwCeERNSodAPa+gaxemc9AOCpzw6iOwqDuIdb+gAA/paxf2vTMfn3578UAr51yB7ydoUTBXxCSESNEgc69zd0y8daeiKb2qnvdPTqzdYhvx7T2G12m5VzxYKxIW1XuFHAJ4RElFbj3qVu7o5swN9X7/iwMVv966U3dwuzcq47uVQ+ZqKUDiGEeHfOtFFux3aIVScjpcfiSCH508M3W4ewt74L4/NN+N2PpoezaWFFAZ8QElGpeg3uOGui07Htxzoi2oY+iyPI+xPwtx/rRN/gEM6akg8AuPC4Ily5YEzY2hcu8fV9hBCSENLEVMiEfBNGZ6agKcI5fOVUTLPNPaXzye4G/OyNbdh831nITzdgyxGhbs680mwAwDOXzYlYW0OJeviEkIiTpjMWZhhQkKbHzppOdPZHrmRy36DnHv6z6yrw1uZjeG97HQBg/qNfoKa9HztqOjEpP02u6R+vqIdPCIk4qZZ8aU4qirJSAADbazqxaHJ+RF6/X9HDV/7+zLpDAICfnlImH3v+ywq09VpQmBlfZRQ8oR4+ISTizpicBwC45qSxOGdaAQD47OGvP9CMT/c0huz1+waHkGUUeuvdHip3mm2OXr9Rp0G32SYXfotn1MMnhETc9NEZOPL4+QAcgb6jz/PiK845rvvnFgDAr5ZMxq2LJgT9+t1mK7JSdRi02dHZL7xu+RFHfZ/mbgt0GhUGbXbYORfq5sRZGQVPQtLDZ4zdzRjjjLFc8TZjjD3HGKtkjO1ijM0NxesQQhJPukELFQOqW/swZHff67Z7wNEDf+qzg3h3ay3sHs4LRGf/ILKMOmQadfLetHe+vUO+f1dtF+aNzUJZbio6+q3oMdvirlCaJ0EHfMZYCYBzABxTHD4XwETx50YAfw32dQghiUmlYjDqNHht41E8+dkBt/uVm4UDwN3/2Ym1+0ae3uGco7VnEJkpWqSnaOXnVwb0xm4zZhRlIEWrRmf/IAaH7HG3yMqTUPTwnwFwDwDlR+4yAP/igo0AMhljhSF4LUJIArJzIXys3dvkdl/ngJDyyUtz7Czl7+pYT15YX4mDTT3QaVTISNGgWwz44/JSnc6bmG+CUaeWB5gNWvWIXzNWBBXwGWPLANRxzne63FUEoEZxu1Y85uk5bmSMlTPGyltaWoJpDiEkTi0SFzSNctlQ5O9fH8atb24DIEzhlAQzhVMqfHbW1AJkpGjR2mdBa68FH+1qcDrvjMn5SNGp5W8AOk38z3EZ9h0wxtYxxvZ4+FkG4D4A9wfTAM75Ss75PM75vLy8vGCeihASp565VFjIZNCqsFNRZuGxTw6gpl0odDYhzyQfbxlhHf2uASssNjsuP6EEy48vRmaKDlUtfZj38Dq3c/PS9EjVadApDibr1fEf8IdNSnHOF3s6zhibCaAMwE4m1BctBrCNMTYfQB2AEsXpxeIxQghxo9OoMH10OtYfbMH6gy3Y++ASqFWOImtzSjJx1+JJ+GBnPYbsHL0BboK+qaoNl63cKFe7HBTLGmcYnQdiz5ich68OOjINRp0aPeI8/aTo4XvDOd/NOc/nnJdyzkshpG3mcs4bAawGcLU4W+dEAF2c8wZfz0cISW6ZiuC7r6HbqYLm2dMKMCbHiMOPnoeizBT0WvwraSxZI6Zrjoh76ZbmCPl615WzD7gURkvROfL22gTo4YfrHXwMoApAJYAXAdwSptchhCSIe8+dirFiD7y1x4Lyo573vU3Vq9FrCWzDlAGXAmk/O2M8ALhNtZQ+dJZOFyp6GhUBPxF6+CGbZyT28qXfOYBbQ/XchJDEN6MoA/+6fj5Of+orrN3XJNezAYACxWCuSa9BbwD70ALuAV/qrbv28NMMWlQ8ci7U4jZYKTpHiEyEgB//74AQkjCkFMrOWsfA7W/On4qL5zom+ZkMWqcc/lUvb8LSP23w+bxd/Y5vBMqZQFqV82YsahWDVq2CSjyequzhJ0BKJ/5XEhBCEkaq2KNu6jLLx5bNKQJTbDxr0qtR1+EI+N9UtA77vMotFP9z80L5d5XK94a2yrn31MMnhJAQShEDrFS+uDDD4DSYCwSe0uGco07cw3b66HSUZDv2pT1rSj4unlvs9bE2RQmHROjhx/87IIQkDJWKwaAVwlJhhgHfrzjTbXaMSa/1OC1zYNDzzJ3W3kH0Wmy486yJeO+Wk53u06hVePgnM7y2x6Komtk/GNi4QSyigE8IiSlSWifTqHNK5UhMBg36BofcCqjVdw24nVvT3o+DjT0AgDljMj2mZaRxg/89tcztPouihMPskswA3kVsohw+ISSmpOo1aOsbxGkTcz3eb9JLaR+bUwA/1taP8YrVuGbrEE59cr18uyzHuVaOklSq2dU1J5ViX0M3nrh4FtXSIYSQULOKq2AnFqR5vN+kF3L6PWYb9tV3y8f/+tVh+bEAcFRcZAUAGhVDsbizViCyU3V48ep5yE7VBfzYWEQBnxASU6T9bku8BGhpELez34pj7Y6gvvlIO15YXynfrlHcV5yVAk0CDLoGi1I6hJCY8vPFk/DFgSbMHZvl8f5ck1Amua3Pgn6Xgdr6TkceXzmTpzTXezonmVDAJ4TElPNnFeL8Wd63z8gxCemVtt5B9LlMz2RwDPKaFatrS33k75MJBXxCSFzJEfPpKzdUIc3HPrPKgF9GPXwAFPAJIXFGyvHva3AM2KYZNOhxmZs/oJhSSSkdAY1iEELiilatcqqVDwCrfnYSAOeFUi9+UyX/7mtKZjKhgE8IiTtDLouuJhakYUZROrrFXn5H3yDa+4RtEG9bNAFjcoxuz5GMKKVDCIlbf7lyrpyfTzdo5Q3JX/muWj7nl0smR6VtsYgCPiEkbi2dPkqueJmRokVlcy8A4LkvK309LGlRSocQEreU5Y3TDVp0DVjRqCitfONp46LRrJhFPXxCSNxZfdvJULkUVitI16O114J3ymvkY7edOSHSTYtpFPAJIXFnVrF75coxOamwc+Dj3Q3yMZOOQpwS/TUIIQmhKFOovXOgsQdFmSn40ezRw+5olWwo4BNCEkJemqOi5e1nTsDl88dEsTWxiQZtCSEJQSqqBjhW4xJnFPAJIQkhI8Wx963JR42dZEYBnxCSEBhjyBUraZqoh+8RBXxCSMIoSDcAgFutHSKggE8ISRjSQquRbGeYDOh7DyEkYSybU4Rlc4qi3YyYFVQPnzH2AGOsjjG2Q/w5T3HfvYyxSsbYQcbYkuCbSgghJBih6OE/wzl/WnmAMTYNwOUApgMYDWAdY2wS53zI0xMQQggJv3Dl8JcBeJtzbuGcVwOoBDA/TK9FCCHED6EI+LcxxnYxxv7BGJO2mS8CUKM4p1Y85oYxdiNjrJwxVt7S0hKC5hBCCPFk2IDPGFvHGNvj4WcZgL8CGA9gDoAGAH8ItAGc85Wc83mc83l5eXkBvwFCCCH+GTaHzzlf7M8TMcZeBLBGvFkHoERxd7F4jBBCSJQEO0unUHHzQgB7xN9XA7icMaZnjJUBmAhgczCvRQghJDjBztJ5kjE2BwAHcATATQDAOd/LGHsHwD4ANgC30gwdQgiJLsY5H/6sCGGM9QA46OGuDABdwzw8F0CrHy/jz3NF8pxEfz1/2+TP9YvFdsfic0X69UL1by8W/06x2CZP503mnKcN+yjOecz8ACj3cnzlSB87wueK2DmJ/noBtGnY6xej7Y6554rC64Xk314s/p1isU2ezvP3GsRLLZ0PI/xckTwn0V+Prl1sXpdQP1coXi8W/06x2KZAznMSaymdcs75vEg/lkQfXb/4Rdcu+vy9BrHWw18ZpceS6KPrF7/o2kWfX9cgpnr4hBBCwifWeviEEELChAJ+DGKM9Q5z/1eMMcqZxii6fvEr0a9d3AX84S4IiW10/eIXXbv4F3cBP1kwxs5gjK1R3P4zY+zaKDaJBICuX/xK5GsXlwGfMWZijH3BGNvGGNstVu4EY6yUMbafMfYiY2wvY2wtY4w2t4wxdP3iF127+BaXAR+AGcCFnPO5ABYB+ANjTNqmfiKAFzjn0wF0Arg4Sm0k3tH1i1907eJYvG5izgA8yhg7DYAdwuYqBeJ91ZzzHeLvWwGURr55IWGD8weyIVoNCQO6fvGLrl0ci9ce/pUA8gAczzmfA6AJjotiUZw3hPj9UDsKYJpYYjoTwFnRblAI0fWLX3Tt4li8XpAMAM2ccytjbBGAsdFuUKgwxjQALJzzGrHE9B4A1QC2R7dlIUXXL37RtYtjcRXwpQsC4A0AHzLGdgMoB3Agqg0LrekADgMA5/weAPe4nsA5PyPCbQoJun6CeLx+dO0E8XjtlOKqtAJjbDaAFznn86PdlnBgjN0M4A4Ad3HO10a7PaFG1y9+0bVLDHET8JPlgiQqun7xi65d4oibgE8IISQ48TpLhxBCSIBiOuAzxkoYY+sZY/vE1Xt3isezGWOfM8YqxP9miccZY+w5xlglY2wXY2yu4rmuEc+vYIxdE633lCxCfO0+ZYx1Kpe7k/AJ1bVjjM1hjP0gPscuxthl0XxfBLG1p62HfRsLAcwVf08DcAjANABPAlghHl8B4Anx9/MAfAJhcciJADaJx7MBVIn/zRJ/z4r2+0vkn1BdO/G+swD8CMCaaL+vZPgJ4b+7SQAmir+PBtAAIDPa7y+Zf2K6h885b+CcbxN/7wGwH8LKvmUAXhVPexXAT8TflwH4FxdsBJDJGCsEsATA55zzds55B4DPASyN4FtJOiG8duCcfwGgJ5LtT2ahunac80Oc8wrxeeoBNENYtEWiJKYDvhJjrBTAcQA2ASjgnDeIdzXCsbS7CECN4mG14jFvx0kEBHntSBSF6toxxuYD0EGc506iIy4CPmPMBOBdCNPCupX3cc45AJpqFKPo2sWvUF078ZvaawCu45zbQ95Q4reYD/iMMS2E/+ne4JyvEg83SV/3xf82i8frAJQoHl4sHvN2nIRRiK4diYJQXTvGWDqAjwD8Wkz3kCiK6YAvll19GcB+zvkfFXetBiDNtLkGwAeK41eLswZOBNAlfgX9DMA5jLEscWbBOeIxEiYhvHYkwkJ17RhjOgDvQcjv/zdCzSe+RHvU2NcPgFMgfG3cBWCH+HMegBwAXwCoALAOQLZ4PgPwAoQ84W4A8xTPdT2ASvHnumi/t0T/CfG1+wZAC4ABCPnhJdF+f4n8E6prB+B/AFgVz7EDwJxov79k/qGVtoQQkiRiOqVDCCEkdCjgE0JIkqCATwghSYICPiGEJAkK+IQQkiQo4BNCSJKggE8IIUni/wP+949LQyfdgwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ts = pd.Series(np.random.randn(1000), index=pd.date_range('1/1/2000', periods=1000))\n",
    "ts = ts.cumsum()\n",
    "plt.figure()\n",
    "ts.plot()\n",
    "plt.legend(loc='best')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
